{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3f40677e",
   "metadata": {},
   "source": [
    "# High-Frequency Grid Trading\n",
    "\n",
    "<div class=\"alert alert-info\">\n",
    "    \n",
    "**Note:** This example is for educational purposes only and demonstrates effective strategies for high-frequency market-making schemes. All backtests are based on a 0.005% rebate, the highest market maker rebate available on Binance Futures. See <a href=\"https://www.binance.com/en/support/announcement/binance-updates-usd%E2%93%A2-margined-futures-liquidity-provider-program-2024-06-03-fefc6aa25e0947e2bf745c1c56bea13e\">Binance Upgrades USDⓢ-Margined Futures Liquidity Provider Program</a> for more details.\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6dc63c7",
   "metadata": {},
   "source": [
    "## Plain High-Frequency Grid Trading\n",
    "\n",
    "This is a high-frequency version of Grid Trading that keeps posting orders on grids centered around the mid-price, maintaining a fixed interval and a set number of grids."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "641721c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from numba import njit, uint64, float64\n",
    "from numba.typed import Dict\n",
    "\n",
    "from hftbacktest import BUY, SELL, GTX, LIMIT\n",
    "\n",
    "@njit\n",
    "def gridtrading(hbt, recorder):\n",
    "    asset_no = 0\n",
    "    tick_size = hbt.depth(asset_no).tick_size\n",
    "    grid_num = 20\n",
    "    max_position = 5\n",
    "    grid_interval = tick_size * 10\n",
    "    half_spread = tick_size * 20\n",
    "\n",
    "    # Running interval in nanoseconds.\n",
    "    while hbt.elapse(100_000_000) == 0:\n",
    "        # Clears cancelled, filled or expired orders.        \n",
    "        hbt.clear_inactive_orders(asset_no)\n",
    "\n",
    "        depth = hbt.depth(asset_no)\n",
    "        position = hbt.position(asset_no)\n",
    "        orders = hbt.orders(asset_no)\n",
    "        \n",
    "        best_bid = depth.best_bid\n",
    "        best_ask = depth.best_ask\n",
    "        \n",
    "        mid_price = (best_bid + best_ask) / 2.0\n",
    "\n",
    "        order_qty = 0.1 # np.round(notional_order_qty / mid_price / hbt.depth(asset_no).lot_size) * hbt.depth(asset_no).lot_size\n",
    "        \n",
    "        # Aligns the prices to the grid.\n",
    "        bid_price = np.floor((mid_price - half_spread) / grid_interval) * grid_interval\n",
    "        ask_price = np.ceil((mid_price + half_spread) / grid_interval) * grid_interval\n",
    "\n",
    "        #--------------------------------------------------------\n",
    "        # Updates quotes.\n",
    "        \n",
    "        # Creates a new grid for buy orders.\n",
    "        new_bid_orders = Dict.empty(np.uint64, np.float64)\n",
    "        if position < max_position and np.isfinite(bid_price): # position * mid_price < max_notional_position\n",
    "            for i in range(grid_num):\n",
    "                bid_price_tick = round(bid_price / tick_size)\n",
    "                \n",
    "                # order price in tick is used as order id.\n",
    "                new_bid_orders[uint64(bid_price_tick)] = bid_price\n",
    "                \n",
    "                bid_price -= grid_interval\n",
    "\n",
    "        # Creates a new grid for sell orders.\n",
    "        new_ask_orders = Dict.empty(np.uint64, np.float64)\n",
    "        if position > -max_position and np.isfinite(ask_price): # position * mid_price > -max_notional_position\n",
    "            for i in range(grid_num):\n",
    "                ask_price_tick = round(ask_price / tick_size)\n",
    "                \n",
    "                # order price in tick is used as order id.\n",
    "                new_ask_orders[uint64(ask_price_tick)] = ask_price\n",
    "\n",
    "                ask_price += grid_interval\n",
    "                \n",
    "        order_values = orders.values();\n",
    "        while order_values.has_next():\n",
    "            order = order_values.get()\n",
    "            # Cancels if a working order is not in the new grid.\n",
    "            if order.cancellable:\n",
    "                if (\n",
    "                    (order.side == BUY and order.order_id not in new_bid_orders)\n",
    "                    or (order.side == SELL and order.order_id not in new_ask_orders)\n",
    "                ):\n",
    "                    hbt.cancel(asset_no, order.order_id, False)\n",
    "                    \n",
    "        for order_id, order_price in new_bid_orders.items():\n",
    "            # Posts a new buy order if there is no working order at the price on the new grid.\n",
    "            if order_id not in orders:\n",
    "                hbt.submit_buy_order(asset_no, order_id, order_price, order_qty, GTX, LIMIT, False)\n",
    "                \n",
    "        for order_id, order_price in new_ask_orders.items():\n",
    "            # Posts a new sell order if there is no working order at the price on the new grid.\n",
    "            if order_id not in orders:\n",
    "                hbt.submit_sell_order(asset_no, order_id, order_price, order_qty, GTX, LIMIT, False)\n",
    "        \n",
    "        # Records the current state for stat calculation.\n",
    "        recorder.record(hbt)\n",
    "    return True"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86a0d5a1-e5c9-484a-b270-d5473f9122ca",
   "metadata": {},
   "source": [
    "For generating order latency from the feed data file, which uses feed latency as order latency, please see [Order Latency Data](https://hftbacktest.readthedocs.io/en/latest/tutorials/Order%20Latency%20Data.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9ecfecc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hftbacktest import BacktestAsset, ROIVectorMarketDepthBacktest, Recorder\n",
    "\n",
    "asset = (\n",
    "    BacktestAsset()\n",
    "        .data([\n",
    "            'data/ethusdt_20221003.npz',\n",
    "            'data/ethusdt_20221004.npz',\n",
    "            'data/ethusdt_20221005.npz',\n",
    "            'data/ethusdt_20221006.npz',\n",
    "            'data/ethusdt_20221007.npz'\n",
    "        ])\n",
    "        .initial_snapshot('data/ethusdt_20221002_eod.npz')\n",
    "        .linear_asset(1.0) \n",
    "        .intp_order_latency([\n",
    "            'latency/feed_latency_20221003.npz',\n",
    "            'latency/feed_latency_20221004.npz',\n",
    "            'latency/feed_latency_20221005.npz',\n",
    "            'latency/feed_latency_20221006.npz',\n",
    "            'latency/feed_latency_20221007.npz'\n",
    "        ])\n",
    "        .power_prob_queue_model(2.0) \n",
    "        .no_partial_fill_exchange()\n",
    "        .trading_value_fee_model(-0.00005, 0.0007)\n",
    "        .tick_size(0.01)\n",
    "        .lot_size(0.001)\n",
    "        .roi_lb(0.0)    \n",
    "        .roi_ub(3000.0)\n",
    ")\n",
    "hbt = ROIVectorMarketDepthBacktest([asset])\n",
    "\n",
    "recorder = Recorder(1, 5_000_000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7ca98776",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6min 5s, sys: 9.08 s, total: 6min 15s\n",
      "Wall time: 6min 16s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "gridtrading(hbt, recorder.recorder)\n",
    "\n",
    "_ = hbt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b9b5797c-27ea-4ff8-a3c6-5b5af1e292d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1, 11)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>start</th><th>end</th><th>SR</th><th>Sortino</th><th>Return</th><th>MaxDrawdown</th><th>DailyNumberOfTrades</th><th>DailyTurnover</th><th>ReturnOverMDD</th><th>ReturnOverTrade</th><th>MaxPositionValue</th></tr><tr><td>datetime[μs]</td><td>datetime[μs]</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td></tr></thead><tbody><tr><td>2022-10-03 00:00:00</td><td>2022-10-07 23:59:50</td><td>18.265693</td><td>25.144025</td><td>0.082691</td><td>0.021906</td><td>9489.819672</td><td>127.266294</td><td>3.774836</td><td>0.00013</td><td>9140.288</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1, 11)\n",
       "┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐\n",
       "│ start     ┆ end       ┆ SR        ┆ Sortino   ┆ … ┆ DailyTurn ┆ ReturnOve ┆ ReturnOve ┆ MaxPosit │\n",
       "│ ---       ┆ ---       ┆ ---       ┆ ---       ┆   ┆ over      ┆ rMDD      ┆ rTrade    ┆ ionValue │\n",
       "│ datetime[ ┆ datetime[ ┆ f64       ┆ f64       ┆   ┆ ---       ┆ ---       ┆ ---       ┆ ---      │\n",
       "│ μs]       ┆ μs]       ┆           ┆           ┆   ┆ f64       ┆ f64       ┆ f64       ┆ f64      │\n",
       "╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡\n",
       "│ 2022-10-0 ┆ 2022-10-0 ┆ 18.265693 ┆ 25.144025 ┆ … ┆ 127.26629 ┆ 3.774836  ┆ 0.00013   ┆ 9140.288 │\n",
       "│ 3         ┆ 7         ┆           ┆           ┆   ┆ 4         ┆           ┆           ┆          │\n",
       "│ 00:00:00  ┆ 23:59:50  ┆           ┆           ┆   ┆           ┆           ┆           ┆          │\n",
       "└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from hftbacktest.stats import LinearAssetRecord\n",
    "\n",
    "stats = LinearAssetRecord(recorder.get(0)).stats(book_size=10_000)\n",
    "stats.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dc529337-cf2b-4642-affa-ce7097168b35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q8KjuhX+JnNKaT7rfdBcVOwrgakImVACIDxKjvlWCGy2d8HNzQIVabKMuho8Zh5c3vwe+gA8//0DwbnoNOAl5cHZ21nuuo6N+t1mFQoE5c+bgrbfe0jqmyqdhTS5cuIBJkybR26tWrQIAPPjgg9ixYwdycnLwxRdfoLa2Fl5eXhg+fDhOnz5Nu6IKBAL88ssvWLNmDebMmYPW1lZERUXhiy++wMyZM+l+9+3bh5UrV2Lq1KkAgLlz5+qsDdlb9BnR+NZbb2HHjh344osvEBcXhwsXLuChhx6CWCzG008/bevh2Zyuri6tjEp8Ph9TpkzBwIEDsWzZMrz33ntobm7Gyy+/zGgXFRWFkJAQrF+/Hps2bcK1a9fw3nvv6b1eWFgYvboSHBwMV1dXOmj44YcfxuzZsyGXy/Hggw9a9o0SCAQCwS4xJI6vpKSkF0bSe3R1dbEmzLBEun5C/0KuoDD+7T9R3dKF6zVtuF7TarBgjPRhzwvBtkwT7OEIDychbU0MuenSaipcDgferiJ4uSj79HIWIpOl3mOEtzOaOpVusY6OTggNj4CHkxAhnk60ddPVQdDj9RISEqBQKHDy5EnaPVWdpKQkHDhwAGFhYTZxYZ84caLeBbKDBw/22Ed0dDQOHDigt42npye++uoro8dnTfqMaExNTcVdd92FWbNmAVCKlv379+PChQs6z+nq6mI8uFtaWgAorZaaq51SqTKoWKFQ9IpbieqGU13T3L5SUlK0VlgGDhyIrKwsHDhwAI888ghGjBiBsLAwvP/++5g5cyb9Xnk8Hvbt24d///vfSExMxPDhw7Fx40YsXryYbqMao+r/u+++GwcOHMCkSZPQ2NiI3bt3Y/ny5QCAO+64AwEBAYiNjYW/v/8t66ajUChAURSkUqlFsg6q7lmSyp1gKOSeIRiL5j1jTFmMuro6+Pj4oLOzU6fbpr7+pFIp47i93rfqY6yqqqK9eDSP2ev4LQ15zhjGibwaVLd0z0nveO+kVpu/X5iA2dvPAGDOmxwFXNa5lELBFC/hXs5wFvFAURRD2FgqAZWufrychXAS8uAk5MHdSYCWm56nQe4O9LjVx8Q2B1a9Dg0NxbJly7BixQq8//77SExMRHFxMaqrq7Fo0SI88cQT2LVrF+69916sXr0a3t7eyM/Px7fffoudO3eyzrf0zcf6Y+kfa9FnROPtt9+OHTt20EGuly9fxl9//UWn52XjzTffxIYNG7T2Hzt2TCstryoTaGtrq8H1piyBSsiawwcffIAPPviA9VhzczP8/f3x888/ax3r6OigfcoTEhJw6tQpxvGGhga6j/nz52P+/PkMH/Tdu3drXQtQBvk2NDTgvvvu0+mzfisgkUjQ0dGBU6dOWfShdPToUYv1Rbg1IPcMwVhU94x67E5PBAYGoqKiAoAy7EEsFmu10dUfj8dDVVUVCgoK6AllYWFhj65qtkDzPajyCVAUhYKCAnq/Leup2QLynNHPPzUcAPoXkM+fOob1ico5qZtA+T3wdYTOuZSmhpN3taG5F4zcPg5AzU0PbE8R4AQJmpuVc2epVApHPhDqoj3urq4uyOVyeu6rbsyRSCR0+y1btuD111/Hv//9b9TX1yM4OBirVq1Cc3MzXFxc8Ouvv2L9+vWYPn06JBIJQkJCMHnyZLS2trJaVfXNx1RZWQk9w6H6SP5riqLw0ksv4a233gKPx4NcLsfmzZuxdu1anedoWhrLy8sRGxuLwsJCRi0WQBl/UFpairCwMEYdKWtBURRaWlrg6upqk5orPB4PBw4cwLx58yzWp0KhQFVVFbZu3YoDBw7g2rVrt3T2u87OThQVFSEkJMQi95RUKsXRo0dx5513QiDo2cWDQCD3DMFYNO+Zixcv9niOk5MT2tvbERERgevXr9P7hw0bBkC5ANnc3Izg4GBkZGTo7CcpKQlZWVmMeMC4uDiz6qVZElX2WM3PJCkpiT6ung9Atb+/Q54zhhH96u96jzsKuMh4TemOacycVD1RTXygZUpGWJvengPrm4+Vl5cjPDwcpaWljEoDBG36zIz+22+/xVdffYWvv/4acXFxSE9PxzPPPIPAwECdcXMikYjxY6NaweDz+VoPNrlcDg6HAy6Xa9XENCrUi7T2xvXYsPR7LSkpQXh4OIKDg7Fnzx4IhaYFXfcXuFwuOBwOBAKBRX9ILd0fof9D7hmCsajuGUMW/hQKBfh8PkpKShjtMzMzGe3y8vL09ldbWwuZTMZok5ubaxdZVCsrK1FRUYHo6Git96D6bsnlcsaxW+07R54z5vHtY6MZ95Khc9IAsSMqmzoQ46edjd9e6e05sL752K1s3DCWPvNJPf/881izZg3uvfdeAEp3yuLiYrz55psk2YoJWMPAHBYWdssUbiYQCASC0mvFUPd7zXZ+fn7w9vamy2yoXFvtEdXYrl27prON5u9fQ0MDnZGcQOiJIcHuJp3n4yqCj6t9WOMJ/Zu+sSQBZZycvkKYBAKBQCAQLIunp6fe476+OorC9UBoaCiCg4PtxvXUEmiKYnVXXQJBF7cN8EDRllm2HgaB0CN9xtI4Z84cbN68GaGhoYiLi8OlS5ewdetWrFixwtZDIxAIBAKhX9KT61ZAQAAqKyuN7teYmozGFiO3NkKhkDVhnrXc7BQKBUpKSuDh4cGaXIjQt9m9fLith0AgGESfEY0fffQRXn31VTz55JOorq5GYGAgHnvsMbz22mu2HhqBQCAQCLccSUlJ4HA4dHI6S8LhcGh3z66url5JUGcu+jKvy+VyFBQUwN3d3WjrbGVlJerq6lBXV2cX8Z0Ey+Ik1J1RlXjTWQbyOVqGPiMaXV1d8f777+stsUEgEAgEAsH6qBJLAMDQoUORlpZGHxMIBIyafa6urjrLS7FZEIcNGwYOh0NnKW1tbbUr0agpkFXJe/TF9NfW1qKlpQUtLS1Gi8beLANG6B3mJgbi0GVlnKyAp22hFgqF4HK5qKiogI+PD4RCoV1Z281FoVBAIpGgs7PTqolwKIqCRCJBTU0NuFzuLZ+g0Vz6jGgkEAgEAoFgW4YMGYLGxka4uTFT+0dHR6O4uBjOzs4ICQmhS2twuVxER0czylRolrwaOnQoXaoiJiZGaxLZ0tKiVVuZDYVCgY6ODjg7O5vy1vTC5/PpmEVN0VhVVYXg4GCtouHq28TScWtztaKJfr101ABsmBuHuEA3+IvZF0O4XC7Cw8PprL39DYqi0NHRAUdHx14Rw05OTggNDe0z2WXtFSIaCQQCgUAgsKJpPRMIBKzxiG5ubkhISNA6x8HBQWtS6O/vz9jm8XiIjY0FRVFwcnLS6tvQZDmXL1+GQqFAYGAgAgICDDrHUPRliNUlCNneC6As/6Upugn9m9rWbmvxqjtjwOVy8NiESL3nCIVChIaGQiaTWdz929ZIpVKcOnUK48ePt3qZFh6PBz6f368stbaCiEaCQezZswfPPPMMGhsbbT0Ui7Bz5068/vrrKC8vx9atW/HMM8/YekgEAoHQL1CfnLm7u+s8po6jo6PO/gx1TVWJt4qKCouLRn10dnYC0BbY6m6l6sLy2rVriI+PB5fLhUAgAEVRoChKpxWktbXVCqMm9CYuom6rs0hguLXLGrWe7QFVqR4HB4d+9976M71ip5VKpSgtLUVubi7q6+t745K3DMuXLweHw9H6N336dIteZ/HixcjLy6O3169fj6FDh1r0GsYQHh6OlJQUk85tbm7GU089hRdffBHl5eV49NFHLTw6AsF0qqqqkJOT0+9Wlgl9G39/f6OSsERERMDV1ZW2SiYnJyMpKQlJSUkG96Gy1NXV1YGiKLS2tuqMG7Tl3EIVr1lbW8vY39XVRb/WtEZeuXKFduHNzMxEZmamzvem6fZK6Ht0SLr//k5CYq8h9E2sdue2trZi37592L9/P86fP894eAYHB2Pq1Kl49NFHMXw4STVsLtOnT8fnn3/O2Gfp2leOjo56V4J7k4yMDNTV1WHSpEkmnV9SUgKpVIpZs2b16mo0gWAI5eXlAICamhotNz4CwVYY69rl4eGhVdje2D7a29sBKBf6ioqKGMIwPj6e8TtXWFhoVN+GUl5ejqqqKoPaaopGdXRZS2UyGZ00SCqVsibq6OjoMOj6BPvlaJZh9xCBYM9YxdK4bds2hIWFYdeuXbjjjjtw8OBBpKenIzc3F6mpqVi3bh1kMhnuvPNOTJ8+HdeuXbPGMG4ZRCIR/P39Gf/Uf6yvXbuG8ePHw8HBAbGxsTh69Cg4HA5+/PFHAMCJEyfA4XAYrqfp6engcDgoKioCoHRPVbkZ7dmzBxs2bMDly5dpy+aePXuwYsUKzJ49mzE2mUwGf39/fPbZZ1rjpigKPj4+OHDgAL1v6NChjMxyqampEAgEDPecn376CdOmTaMnDAcOHEBcXBxEIhHCwsLw3nvv6fys9uzZQ8fdREREMN7jzz//jOTkZDg4OCAiIgIbNmxgxLE0NTXh0Ucfha+vL9zc3HDHHXfg8uXLOq9FIJgDSZxBsCUURaGgoAA1NTUAjBd8lkbTknjlyhVkZWXRrqHWwlDB2BO6rIXqvyG6LI1eXl4WGQPBdoyN6jmRE4Fg71jF0njmzBn8+eef9ORckxEjRmDFihXYsWMHdu/ejZMnTyI6OtoaQzEdigKk7dbrX6FQ9i/hAZpxDAInwEI/0AqFAvPnz4e3tzfOnj2L5uZms+P3Fi9ejCtXriAlJQV//PEHAEAsFiMmJgbjx49HZWUlbcH75Zdf0NraikWLFmn1w+FwMH78eJw4cQILFixAQ0MDsrKy4OzsjKysLMTGxuLEiRNITk6Gi4sLfd6hQ4fw9NNPAwDS0tKwaNEirF+/HosXL8aZM2fw5JNPwsvLC8uXL2cde0hICKZMmYLz588jJCQEPj4++O233/DAAw/gww8/xLhx41BQUEC7ra5btw4URWHWrFnw9PTEL7/8ArFYjE8++QSTJ09GXl4ePD09zfpMCQRN9KXv10d9fT1aW1sREhJi4RERbiVKSkrQ1NTUc0Mb0tHRgatXr2rFRPVWhsTw8HDawmnq91WdxsZG+Pn5ae2vq6tjbCsUClAURdxW+xBnr5PQLELfxyqi8X//+59B7UQiEZ588klrDMF8pO3AG4FW654LwF3XwZcqAKHhKcMPHz7MEFUA8OKLL+LVV1/FH3/8gezsbBQVFSE4OBgA8MYbb2DGjBkmjRtQuqq6uLiAz+cz3OfGjBmDgQMH4ssvv8QLL7wAAPj888+xcOFCrfGpmDhxInbu3AkAOHXqFBITExEaGooTJ07QonHixIl0+/Lycly+fBkzZ84EAGzduhWTJ0/Gq6++CkCZrj0rKwvvvPMOq2h0dHSkV219fHzo8W/evBlr1qzBgw8+CEBphXz99dfxwgsvYN26dfjzzz+RmZmJ6upq2sL57rvv4scff8T3339P4iIJFsfUSahqEuvq6qrze0cg6KOjowN1dXXg87unCPacql69JiSgFFUVFRUIDLTeb/iAAQMYIRvqJUXYMOT7rHLHBZReOg0NDVpZVtvb25Gfnw+pVIphw4bZ9d+F0M1nf1vHfZpA6E169WkjlUpx9epVZGRkMGIcCeYxadIkpKenM/79+9//BgBkZ2cjNDSUFowAMHr0aKuN5eGHH6bjK6urq3HkyBGsWLFCZ/uJEyfi6tWrqK2txcmTJzFx4kRMnDgRJ0+ehEwmw5kzZzBhwgS6/aFDhzB27FjaspednY2xY8cy+hw7diyuXbtmVCKRtLQ0bNy4ES4uLvS/Rx55BJWVlWhvb0daWhpaW1vh5eXFaFNYWIiCggJjPiICwSDMtfKQguAEU2lra9Pa19fESWVlpVX7N9Zd1xDRqJ5p9vLlyygpKcGVK1cYbfLy8miRzPZ3IhAIBGvRaymcTp8+jXvvvRdSqRQymQx8Ph979+61eJZPiyFwUlr8rIRCoUBzSwvcXF21f4wF7LWddOHs7IyoqCjWY2w/VJo/dqrrq7fVXLk1lGXLlmHNmjVITU1FamoqwsLCMG7cOJ3t4+Pj4eXlhZMnT+LkyZPYuHEjQkJCsHnzZvzzzz/o6OjA7bffTrc/dOgQ7rrrLsb703w/plhoFAoFNmzYgPnz52sdc3BwgEKhQEBAAE6cOKF1XDOlPIFgCcyN1SorKyP3JsEk2Eor2UI0RkRE4Pr1671+XUNwcHDQmdyGx+NBLpczPrOGhoYe+1T9dumLZ1ZfDC0sLMSQIUPQ1dUFoVBo87hTAoHQv7GaaNSczD/zzDPYt28f7Wq4c+dOPPHEE1bLeGY2HI5RLqJGo1AAArnyGlb8MY6NjUVJSQnDVSc1NZXRRpUSvbKykk6gk56errdfoVDIasnz8vLCvHnz8PnnnyM1NRUPPfSQ3n5UcY0//fQTrly5gnHjxsHV1RVSqRQ7duxAUlISXF1dASgz8v7555/473//y3h/f/31F6PPM2fOICYmxqh4j6SkJOTm5uoU30lJSaiqqgKfz0dYWJjB/RIIxmDpMhvq7m4EgjnYQjR6eHjAz88PN27coPe5urrSJS6sDZu1ftCgQejq6oKzs+75QWBgIEpLSxnuvc3NzQZf19CFT6lUitraWhQXF8Pb2xsDBgww+BqE3mVEmCfOF9XjX7eH23ooBILJWO1XYMSIEQwff4lEgtDQUHo7NDTU6lnPbhW6urpQVVXF+KdK/T1lyhQMHDgQy5Ytw+XLl3H69Gm8/PLLjPOjoqIQEhKC9evXIy8vD0eOHNGbgRQAwsLCUFhYiPT0dNTW1jLcjR9++GF88cUXyM7OpmME9TFx4kR8/fXXGDJkCNzc3Gghqb7IAAApKSmIjo5GREQEve+5557DsWPH8PrrryMvLw9ffPEFtm/fjtWrVxvy0dG89tpr2Lt3L9avX4+rV68iOzsb3377LV555RUAys9x9OjRmDdvHn777TcUFRXhzJkzeOWVV3DhwgWjrkUg6MJUC78uSAbWvotcLkdpaanduCDayj1VtWiooqeFEF3WP1NgE2/Ozs49Jj5j894x5nrGnFdcXAxAf7kPgu1xEikXsQf5u/bQkkCwX6z2K7B9+3Y8/PDDePbZZ9HW1oZ169YhOTkZo0aNQnJyMhYsWIDNmzdb6/K3FCkpKQgICGD8U7l0crlc/PDDD+jq6sKIESPw8MMPa33uAoEA+/fvR05ODhITE/HWW29h06ZNeq+5YMECTJ8+HZMmTYKPjw/2799PH5syZQoCAgIwbdo0gxIRTJo0CXK5nCEQJ0yYALlczohn/OmnnxiuqYDSAvjdd9/hm2++QXx8PF577TVs3LiRNQmOPqZNm4bDhw/j6NGjGD58OEaNGoWtW7fSK7ccDge//PILxo8fjxUrViAmJgb33nsvioqKWLPdEQimoDlZNDcuUVXzkdD3KC0tRXV1NXJycnr92mwCUTODZ2+hKRp7ssarsgZboq6wpmBXX7DUh8rLxRTR2NDQ0CulnLq6upCWloa0tDSrX4sAyOTKe0HA61uxwQSCOlZzTx05ciTOnz+Pt99+G8nJyXj77beRm5uLc+fOQS6XY8SIEVbNbHarsGfPHuzZs0dvm5iYGJw+fVpvm7FjxyIjI4OxT/0Hb/ny5QwhJhKJ8P3337P21dHRgcbGRvzrX//SP/ibxMfHa/24PvPMM4zSIHK5HL/88gt+/fVXrfMXLFiABQsWGHQtQFkLku3HfNq0aZg2bZrO81xdXfHhhx/iww8/NPhaBIIxaMYkZWZmIjk52eT+VN9FQt/DlgXd2WJhbVVWiMvlYvDgwaivr0dQUFCPWUpV3yFLWNkrKrrzGjg6OjLqH+vDVNGo8hrqDdQT7DQ0NBj83gimIbt5P/K4JO6U0Hex6pIHn8/HSy+9hMOHD+Ojjz7CE088geTkZMybN48Ixn6IKs35q6++CrFYjLlz51qs77q6Ojz77LMYPny4xfokEOyN1tZWs85nm6TW1tYalISDQNCHLZMqOTk5ITg4GBwOh1HmCYDWoopMJgMAvRnaTRGUgwcPNritqaKxtwRjTU0NY9tekw31J7otjUQ0EvouVhWNWVlZOHDgABQKBY4ePYo5c+Zg3Lhx+Pjjj615WYKNKCkpQVBQEL777jt89tlnjCQA5uLr64tXXnmFZIcjmI1UKrXbouWq+CR1VJNgQ9A1GbbbhGMEnViiWHx/RCwW6zzm7+/fY8KZ6upqXLp0ySC3TPVkN8b89qhEoyHiND4+3uB+e6KoqKjHNqWlpSgpKbHYNQmGIVUov8+8Pla6hqDNqVOnMGfOHAQGBoLD4eDHH39kHF+/fj0GDRoEZ2dneHh4YMqUKTh37pxWP6mpqbjjjjvg7OwMd3d3TJw4keFh0tDQgKVLl0IsFkMsFmPp0qU29xyy2t37/vvv47bbbsM777yD0aNHY9euXVi+fDnOnTuH1NRUjB49GpmZmda6PKEHKIrCvHnzLNpnWFgYKIpCaWkpJk+ebNG+CQRLceXKFeTn56O+vt7WQzEIlcDt6OhATU2NTjHR2NjYY9ZjAsEU7GmxTl3Iqax/iYmJiIqKQmBgIJ0NHNAWbVKpFKWlpTqPa+Li4gLA+PhI9czdPYl/kUhkVN/6MCTutLq62mLX00QqleL69etme0z0R+Q37zU+cU/t87S1tSExMRHbt29nPR4TE4Pt27cjMzMTf/31F8LCwjB16lSGhT81NRXTp0/H1KlTcf78efzzzz946qmnGPHkS5YsQXp6OlJSUpCSkoL09HQsXbrU6u9PH1aLaXzrrbdw5MgRTJo0CcXFxZg+fToeeeQReHt748svv8TRo0exaNEiZGdnW2sIBAKBoIVqotjU1GSzOC1jEAqFAJSeG4AyxsvLy0urXUFBQa+Oi9B/Ua12e3h4QCQSwdvb28Yj6obD4SAiIgJyuRxOTsqaxnw+n7ZACgQCuu2lS5eQkJCApqYmlJSUaIXFdHV16RWEKsFnbEZW9YmfZvkxDoejJSRdXFysIrQoiqJjQMPDw+nPi43W1lZaJJuCXC5HZmYm+Hw+GhoazIrFtifYakGbgvzm+gSXiMY+z4wZMzBjxgydx5csWcLY3rp1K3bv3o2MjAzaoPLss89i5cqVWLNmDd0uOjqafp2dnY2UlBScPXsWI0eOBADs2rULo0ePRm5uLgYOHGjJt2QwVrM0UhRFPzh5PJ7WQ/LOO+/EpUuXrHV5AoFA6FOo16JTJy8vj7Hd0NCAtLQ0OqumQqEwKBaKlDjqW9gqEQ5FUfS1KYpCUFCQRa1hlsDDw0OnkNUMi7h+/Trtjqme2AYAay1fhUKB3NxcpKWl0VZJY0WDpmhUJz4+nraGxsXF6RwHGxEREQYL+ObmZkbSoMLCQly9elVn+9zcXIP61UVfL/nR0dHBmr368uXLDOu0qaj65tmR1Z7ApKWlBc3NzfQ/fXHRhiKRSLBz506IxWIkJiYCUFr7z507B19fX4wZMwZ+fn6YMGECo+Z4amoqxGIxLRgBYNSoURCLxThz5ozZ4zIVq4nG1atXY+bMmRgzZgyGDh2KVatWabWxZD0lS0HqmhEsBbmX7Jv6+voe0/f3JmVlZTqPqcdpqdxVVeUAKisrWUtrqK9aAsDVq1eJ2xihR9SfW7aOnzEFTYGnr84lW0mb3Nxcre+JOa7smkKEy+UiNDQUycnJ9ByIzQI4cOBABAcH09thYWHw8PDAgAEDEBYWpvN6KoF87do1k8ZbU1ODlpYWo8/ry4tSpaWlyMrK0srMe+PGDcjlcou49Cpu3gfE0Gi/xMbG0vGDYrEYb775psl9HT58GC4uLnBwcMC2bdtw9OhResFHlXhq/fr1eOSRR5CSkoKkpCRMnjyZ/t5WVVXB19dXq19fX99eS5jFhtXcU1evXo3p06cjOzsbCQkJGDRokLUuZRGEQiG4XC4qKirg4+MDoVBo1TgOhUIBiUSCzs5OmxVNJlgHiqIgkUhQU1MDLpdLuxcS7I/c3FzExsbaehg9om8CqEsIurm5abmb5ebmmuw2RlEUsrKy4O7ujqCgIJP6IChXs0tLSxEeHq7XNdLT05MWK7W1tb3mInorLSzk5eUhKSkJgHL1v6mpCe3t7Vrt1F1eNRk4cCAqKyvh6elJJ6LRnDuoC0e2eYW/vz8qKyvpbR6PBxcXF8Z56i7p+n5TampqtLKjshESEgIfHx8ta6TqnjP2OSGVShnbjY2NdMbd9vZ2yOVyrZqbgPL7UF1djbCwML0WV0u5ibKhLgqrqqroDL3qQlgmk5mV3E9+MxGOPcUHE5hkZWUxftvM8bCYNGkS0tPTUVtbi127dmHRokW0dVG1MPfYY4/hoYceAgAMGzYMx44dw2effUaLVbZ7xZrfA0OwmmgElG4YlswMZk24XC7Cw8NRWVmp5cJiDVQuQI6OjuQh0k9xcnJCaGgoWRSA8n5vbW2Fk5OTwa5YlkQulzMmMSpsWQtPH2FhYQZlQmxoaGCd5EdGRtL9aCKVSvVOgnWhmlxWVVXBy8vLLj1F+gIqd+OsrCy9E3N1wVBcXAwej9crtfSsmSjF3qAoCgqFAl1dXXpdEPV5JLi4uNBWfScnJ1ZB11MyHM3fCNUz0tXVFWFhYVqLC+riZdCgQSgsLDTalY7NimHJ5GAFBQX0/a3KXTFkyBCtZ4/q+3Dt2jWdxgWJRIKsrCx4enoiNDTUYmMEtP825eXlEIlE8PDwYHh4ZGRk0AsMpl1H+T+xNNovrq6ucHNzs0hfzs7OiIqKQlRUFEaNGoXo6Gjs3r0ba9euRUBAAABoLVgPHjyY9hTw9/dnDVmpqamBn5+fRcZoClYRjVu2bMF//vMfRpYzXZw7dw61tbWYNWuWNYZiFEKhEKGhoZDJZFZ3W5NKpTh16hTGjx9v0gSOYN/weDzw+XyyIHCTyspKeiV96NChvS4cc3JydLpPKRQKuxP2HA4H0dHRPbqYsdVXi4+Pp1dIhUKhVomCzs7OHp85EokEcrmcnqxqTqyKi4stEohfXFyM2tpaDBw40KwkHP0RzdqaHR0dvSIa1V0TbbHA09sYklvB0FADNssxRVE9Who1UX8esSW9UreACIVC+Pj46HVv14RNMGpiCYuGRCJhfHZ5eXl0HKcmbW1t6OzsRFFREYKDgxnPA5WbaE1NjUVFY2trK+vE/Pr161oLOhRFQS6Xm/SdkEgkaC7Ph4JyBY+oxlsSiqLohZ2wsDAEBgZqxRHn5eXRCXZGjx6NpqYmnD9/HiNGjACg1EtNTU0YM2ZM7w5eDauIxqysLAwYMAALFy7E3Llzcdttt9GB3zKZDFlZWfjrr7/w1VdfobKyEnv37rXGMEyCw+FAIBBYXcjxeDzIZDI4ODgQ0Ujo96hbLxobG1knQtZEX7yNPdbDEwqFJosoTZcazYlsU1MT7SZWW1uL4uJiREREMASJqhxSQkIChEKhVq1INjczY+ns7KSTZ5jjNnurUFlZCWdnZ711Co3BEFHQH13rhw4diqKiIqPiNYcNG2bWNY0VjSpLhC64XC5CQkIA6Hed1YX691eXV4NcLjfYHVPXM7SlpYUhyjo7O9Hc3KzTmqNK1JObm4thw4bR4ll9ET8tLY2xMKY+XplMZpRLob7kP2zvKT09XedzSiKR6Py+FBUVQS6XQ9pcRRaS+wGtra3Iz8+ntwsLC5Geng5PT094eXlh8+bNmDt3LgICAlBXV4ePP/4YZWVlWLhwIQDlM+D555/HunXrkJiYiKFDh+KLL75ATk4Ovv/+ewBKq6Oq6sQnn3wCAHj00Ucxe/Zsm2VOBayUCGfv3r04fvw4FAoF7r//fvj7+0MoFMLV1RUikQjDhg3DZ599huXLlyMnJwfjxo2zxjAIBIKdoP5DaW8xU7ZKWKRQKHDp0iXWCZup9eHY0BR86pO44uJiAOwWS0ApHjs6OrQC79kSiBiLvkyO/ZGqqiqzExioT1TMobKyEhcvXqTLuOhC5ebcX0hOTgaPxzPqfSUnJ5vtiWCIaFQXaIYsDPj6+tIWQ0OEkrrnV0+WTEC/S64mup6hRUVFWiEAhiboycvLQ1paGjIyMrTqT165ckWrfXp6Oq5cuaI38ZE6mpZ8TTST4qhIS0vT+g1LS0tDZmYmCgsLWc+RSCQkEU4/4sKFCxg2bBi9mLRq1SoMGzYMr732Gng8HnJycrBgwQLExMRg9uzZqKmpwenTpxlW9meeeQZr167Fs88+i8TERBw7dgxHjx5lPJv27duHhIQETJ06FVOnTsWQIUPw5Zdf9vr7VcdqMY1DhgzBJ598gh07diAjI4N+eHh7e2Po0KF2VfeJQCBYF3XhUltbiwEDBthwNExsJRpLS0uhUChQV1dHWw00cXNzMyruks19UTNBBaCsT6cpVtPS0gBAK6yATVjU1dUhKCgIXV1dqK+vR1BQkNmujLYO8LcmMpmMNcOtrVDF7fd0b9lbqQ1DYauFaE48mjlkZGQY5A6qLuSM/S5pxmqrM2TIEDpUQvUdN+Tv2tjYaLXYKVVIgL4srSrxx/b80vd55uTksFoD5XI5CgsL4eHhAS8vL7NKhOTm5iIxMRGXL19mxHbX19fD0dGRTqSjum5XV1d3yQ2iGvs8EydO1OuhdPDgQYP6WbNmDaNOoyaenp746quvjB6fNbFqIhxA+fBOTEyk65MQCASCPWGsS5OlUJ+06BKugYGB6OjooBMyJCQkoKurC3w+X0vMeXh4ICIiQqsPtthytpV6FYau1GdkZNCva2pqzHYvbWxshIeHR78Uj6a4QLu6urJOqjMzM5GQkGCJYfVboqKiGBYtFxcXg+6pkJAQOiGOj48PHVZjLoYkF7JGXHVcXBzDfXXQoEGQSqVaz7ugoCCtRY2ysjKDRaP6/e3r69vj+5XL5eBwOFo1aA1F0w1U0yqalpYGBwcHhmWnpqYGTU1NaGpqgpeXFyPJjSlcvnwZgHboQ3l5Ofz9/UFRFCoqKmjvgu5EOP3r2Ua4tbC6aCQQCARNeiv5jFwu79Edtry8HDExMVYfiz7UBZg6XC4XERERuHz5MkQiEYRCoc64GTbBCChdXN3d3e3KLTgnJ0dr3/Xr1+Hl5UW7osXExFgkdtKe0fc90GWFUSUpMtWy25fr6RmKuojRtZjChkAgwKBBg6BQKHr93gsLC8O1a9csVs6Gw+FoZTjWlZzQ39/fLEu4+udtSBxsRkaGSc9cNzc3NDc3a4lENnd5zftc/Ry271ZERAQ4HA4KCgq0jrGJan2oLLqM61OqkhsGd0Mg2B32lTKQQCDcEhjrEqpQKIwuj1FWVob09PQe48B0WdauX7+OtLQ0+p8l4vhMgcfjITExUSs9d1JSEh0Hpe4OpQmHw0FERIRdJJqRyWTo7OzU+Zmrxy6ZaoWwR3RZGlUJh4zFHJdqzcmvvZadMQcnJyf6taGCEVAu0jg7O9tkscLZ2RlDhw61mHVzyJAhRrVni21sa2vTiolmQ/P+NsQSbsr3W3WdyspKdHR0oLOzE42NjTpjc3WVEGG7tlgshru7O2vSI39/fyQnJ5u1uEjcUwn9AWJpJBAIvY6x7nrXrl1Da2urVpZPfbClUmeDbQJOUZRWooTMzEyLCi9dblxs8d5sViWV678xqBeMNwSxWAxfX1/a1c/Q+pFslJaWGl0DUFXLtr9iyIScDXMy/moWr8/KykJAQAACAwP7jVAXCARISEgwyJshIiICLS0taG9vt1iNNlsiEAgQHx9vtCdHWFgYwsLCGFYylUeA6rkREhLCGk+ofh+7u7sbnXXX19cXISEhkEgkKC0tZc1sKxaL0dTURG/3lMQJUGa19PT07LEdh8OhPy8ul4u4uDjk5eVBKpUynsfmlAVSfWOJeyqhL0MsjQQCweqor/wDxltKVK6VhiYvMHUyrkJVYNea6JpYWTNJkK6EO7qIioqCm5sbhg0bhuTkZHh5eWHw4MFaEzHNCSpFUUhLS2O4erEJxsDAQL3Xz8rKYk2E0dfQl4kyMzNTy4rd0/fDFEujQqFAU1MT63ejsrISCoWC4bbX22VxLI1QKNRbMmLQoEEIDQ2Fh4cHQkNDMWjQoD4dS6v6DorFYrNc/9niGFULTap4T0C5oKMScer72eLD2Z4Z6qieS0KhEJGRkfRzQd29Nioqypi3oYWu70xCQoLW4puDgwOGDBmCYcOGMZ7HKq8NNnoan/zm5aWSLiNGTSDYF70uGpubm/Hjjz8iOzu7ty9NIBBshOYPtqmWEkPP01d/i42qqio6oySgW5x2dnYaZakDlGNubW3V+gzYJjGDBg0yqm9jMbTumibqk1AnJyeEh4czjmu+F1W6+sbGRjQ1NelMRe/n59djEiJDLAr2jvq9pYlEIqFLn6ioqanRahcfH0+/NuX7U1RUhPz8fJ2TZ80i98bUMeyLODs7W8wV1B6IjY1FUFAQgoODzerHUOGclZWF/Px8tLe3s7qbh4aG0q8dHBy0nhkq2MRkQEAAhg0bhri4OCQnJ9MeHj25h2rGcALd3xW2RStfX18IhUKd8cFs4lt9ATQ0NJQen654UdXfg6JLbvTdhQkCweqicdGiRdi+fTsA5crUbbfdhkWLFmHIkCE4cOCAtS9PIBBsDEVRWkkJGhsbTYql0peiXX0ibWyyj/LyclRWVqKrS/8q8NWrV1FYWGhUuvaLFy8iNzeXnpTX1dXRxZ410TXx6C3U4yaNjYnSZU3Lz8/XKbS5XG6P8WPmWo3tgZ4yNWoe1/y84uLiGOK6qKgIhYWFBotHNnfrnggLCzOqPcG2iEQi+Pv7m136picrtuYzWJcBQJV9NjQ0lBZfbM8UXeUz2ARbT88KtntWJpPp/J4EBATo7Y8NkUgEX19fuLq6MlxX+Xw+4uLiGGMICwujLbckeyqhP2B10Xjq1CmMGzcOAPDDDz+Aoig0Njbiww8/xKZNm6x9eQKBYGPYfrDLy8stakEqKirCxYsXzXZlVAmfnuLoNC1DhiKVSlFUVIS6ujqDYy4tjeq9cTgcxMfHMywAjo6O9Mq5eqp+NoYMGcKoD5eeno60tDSDS3ao6ClbpKnWUXvCEHfSGzduQKFQoKGhgSGUk5OTtSwo7e3tqK+v11mAXKFQ4MaNG/QiiClWQ0MKzBOMQ5e1zZ5gs3Krk5eXxyhnoo5mzF9oaCjDmsv2TDHWlVZXXGF0dDSdTEjdhbSmpkanaDRVYIeEhCAmJkbLKuvg4MB4JqoWAQcNGgQFsTQS+gFW/zVuamqi3Q9SUlKwYMECODk5YdasWXj++eetfXkCgWBjTHVF7ejoQFZWVo/ZD6VSKZ11MyMjQ2+h657Iz8/HkCFDTM4oqVAokJubC1dXV1Y3MV2lNXqTwYMHQyqV0jGVIpEIcrmc1bVLHwKBAJGRkVrp5dnKaagTHByMtrY2+u/E5/MxYMAAWoh7eHigra2NjvPrz4lw1CkrK0NZWZnR58lkMi1hXVFRgRs3bqC8vBxJSUl6YyoJvYchSVlsjSHPa12Wc0PK+jg7OzMWloz9fkdHR6OoqIi2nEdHR8PV1ZUWcDwej/EbIJPJdIpca8Sw8ng8ui6ouneAgpTcIPQDrC4aQ0JCkJqaCk9PT6SkpOCbb74BADQ0NBg9SSEQCH0PfRMJzXpzKiucel2s69ev6z1HU4gZalURCARalkmpVGpWOYPGxka0t7ejvb0drq6uRllressKweFwtJLw9GZsF1uiDW9vb1qoh4SEoK2tjRaf+lySCUqxqemWp5qUm5NllWAeQqHQZmV6zMHf358uSG8NgoODjY45V0dVu7ahoQFcLrfHjLealtPg4GCUlZVZNdHTwIEDtfapvop8Hsk/Sei7WF00PvPMM7j//vvh4uKCAQMGYOLEiQCUbquG1PIhEAh9G80U/+rIZDJGunOVxVBfIeXW1lZQFAV3d3eTyz8Ayh/2K1euaO23lNtoT/UhVbi5ucHZ2blPWCGMRSwWg6KoHmP6AGZmV2dnZ3h4eBgdh2evcDgcqwm4uro6CIVCRiZa9YWazs5OVhdAkUjEGsM7aNAgq4qGWwU/Pz9GVlFzMpr2Jl5eXoy/vzHfQ0MWycwpW6GOvtJL+iyIfn5+rAtX1kb1/SeGRkJfxupPsSeffBKpqan47LPP8Ndff9EPzoiICKNjGsvLy/HAAw/Ay8sLTk5OGDp0qJZrFIFAsB8aGhr0Zo68cuUKMjIyIJfLe0xCoyI/Px8FBQVobm5mFIPXR0xMjFaWTl1ZO9XHKxAIdJbAYBuvKW6AFEX1WHrCntEldmNiYhAVFYXo6GjExMSAz+dj6NChBvfr7+9voRHaHkNri/aErs+6srJS5/fs6tWrDMHq5OQEb29vxMfHIyEhgbF46+7urlUeh2A+zs7ORieWshXqgisuLg4RERFITk5mrR+rSU/xySrCw8PB4XAQGRlp8jj7EjKZDKpfBi5RjYQ+TK9kGLjttttw2223MfbNmjXLqD4aGhowduxYTJo0Cb/++it8fX1RUFBgVvwSgUCwHl1dXVqupWzI5XI0NTXpFZdsGLr6rUrXrm5ZMXS1m8vl6qyneOXKFbpvFaZYaIytnWhvBAQEMLJ9CoVCLZHu6uqqVQutJ1QuyOZmg7QHNDPAent7QywWM+pYGoKqyDoblZWVCAwMZE0wpW6R9/f3p0Ws6t4ODg5GV1cXQkND+0VdTHsjMDCwT97H6gLSx8dHb9bo8PBwg0OOPD094eHhYdW6mCEhIQxLLwCDhK81UCgUIJ7ihP6A1UWjXC7Hnj17cOzYMVRXV2vFCx0/ftygft566y2EhITg888/p/eRlOAEgv3C5vqpCy6Xa7ClUYUhZS90Wauio6MNugZFUXpjZiorK+m07a2trSbFMPX1RC/qE0UnJycMHjzYIv2qJpT9IS7P2dmZ4aLL5/Npq54+921NenL/oyiqxyRObBN1W7jr9XfUF0366ndc/V7Rl8V48ODBRi+YWVMwAtB6Fru7u+v0GrE26p+dQND3s0ETbl2sfvc+/fTT2LNnD2bNmoX4+HiTHxSHDh3CtGnTsHDhQpw8eRJBQUF48skn8cgjj+g8p6urizERVSVUkMlkNl9NVV3f1uMg9B360j3T3t5uVH09cxIj6MPJyYnxuanGJJfLIZfLexxjUFAQ4zxNSkpK6NXr1tZWk2oKWvPv2Vv3jOp9e3t7W+xaMpmM7lcqlWolQNKFQqFAeXk53N3de6zr1ltIJBLGveHm5gapVIrQ0FC9iytisVjr8wwPD0dzczNEIhFKSkoYx86fP9/jWIRCod6/UV96ztgzTk5OcHd3p8VjX/k81Z93qphzQPm90ny+hYSEwMvLi3bLt6f32NnZyRiv6lneG+RXt+Lf+y9jVIQH8m60YkJYt8u3TCq1q8/JVtjTc6Y/1ALuLTiUlZdxvb29sXfvXsycOdOsflSr2atWrcLChQtx/vx5PPPMM/jkk0+wbNky1nPWr1+PDRs2aO3/9NNPbeamQCD0d+RyOQoLC7X2u7m5QSQS9VgHzBLw+XzweDyG62dXVxctJlSxYT0lq4mMjASHw9HbLjw8HDweD42NjTqtn5puhREREWhsbISrq2uP9RD7AqqJpiUtKjKZjHar9PPzw40bN+Dl5dVjfGBdXR3tuhwVFWWx8ZhDbW0tGhsb4eLiAnd3d4Z1tr6+ntXlVCAQICQkRGcClc7OTqNLdLi6uhKrIkEvEomEXowYMGAA/XyiKErLnToiIsJuE/xUV1fT1n2xWGzRDNFPpyrtLa8Nk8Hr5leZooBnzrLbYRRd7ZA2KMMvtswIgbtD33NV7s/U1tbi4YcfRmlpKWupLEI3VheNgYGBOHHiBGJiYszqRygU4rbbbsOZM2fofStXrsQ///yD1NRU1nM0LY3l5eWIjY1FYWGhwQHb1kIqleLo0aO48847+8WkkWB9+so909zczCqy4uLiIBKJ0Nrairy8PJP69vb2hkKh0Jpkx8TEMPpMSkpiPZ+iKIa3g67i6Jr96GsXHR2NhoYGNDY26lyxTEpKYvSha3yWpq/cM2zIZDLWupY9fXa2+Jx7oqSkBLW1tfD392dNeqQ+5sTERHC53B69ctrb23usiclGT59JX75nCObT0dGB7OxsAMDQoUMZolD9PlU/Zo/3THFxMZ0obdiwYRZzh339SA72ni3R2v/KzIHY9Au7x4y6aEzd8gCCvPSXCbkVsKd7pry8HOHh4UQ0GoDV3VOfe+45fPDBB9i+fbtZX9qAgADExsYy9g0ePBgHDhzQeY5IJGLEFahWnfh8vs1vUhUCgcBuxkLoG9j7PVNUVMQa/6JKPuPh4aE3PsbNzQ3+/v60CIyPj8fVq1fpIs6lpaVa52v2aejno28c6v0IhUI6HtvHx4dhLW1ra6NrQ6r35+bmhubmZjg7O0MgEJg0Pkth7/cMG1wul/XvIxAIoFAoIJVKWTPgqp/T0NAAd3d3ncmMeguJREJbv9n+DupjNjSZiEgk0nv/xsfHs7q+Gnof9MV7hmA+MpmMvq+EQiFrXKNqAVATe7pnhEIh431YgorGDlbBCEBLMI6J9EJLpwyZ5U3wcRWi4mbeNplEYjefkT1gD/dMT/MAQjdW/6T++usv/Pnnn/j1118RFxendXMcPHjQoH7Gjh2rFfeUl5dns8BmAoFgOKGhoYxtVYFlNiIiIsDj8RATEwMejweRSMSwjnh7e6O6ulrrPLFYjKamJqPKG+grZK0+WUpMTMSlS5cAKON4AgMDcfnyZQDsxeeHDBkCDoeDuro62hU2LCwMRUVFxDXeTCoqKlBZWQlA6cmiSkQEKCe86llyS0tLUVpaisGDB9u0lIQq2U11dbXFVrIdHBzg7e0NPp/Peg+zxX9a0kWP0D/R53yWnJys5a1hrwQEBKC1tdXs5y1FUfj0dCE2/5Jt8DlFW5jVAdKulWH25iKzxkEg2ANWF43u7u64++67ze7n2WefxZgxY/DGG29g0aJFOH/+PHbu3ImdO3daYJQEAsGaaJbG8fPzg4uLCzgcDu0KpUI12dWVxERzhVslEsPCwtDY2GiUaAwICGCdcGuW0uByuYx96iuTbNkqVYtj6vFjXl5ecHFxsbnVq6+ga2KqEoyAUkCqRKO+mr3Z2dlwdnaGs7MzfH19ddbotCTNzc24fv06BgwYAD6fD5lMZvF4QtWiKZfL1SpZw/b59afalwTroC4a2e6hviAYAeUzWNM7zRSe2n8JRzIqtfYffXY8Hth9Do+Nj0TKlSqcL6rHvKGBePseltJCap9p9Y0biAoN0G5DIPQBrCoaZTIZJk6ciGnTppn9YzV8+HD88MMPWLt2LTZu3Ijw8HC8//77uP/++y00WgKBYA2io6NZ3U+cnZ3prHvGoJl4ISIiAoBSyBm7qszlcmkrZmtrKwoKCswuGaFPtPaGWOkvGJpgo6qqyqC6m21tbWhra0NDQ0OvFFq/du0aAOD69eu0Fdxaf/+AgABaNAYHB8PX1xccDgehoaGQy+UoLy/XW3OUQCAwoSgKzZ0yVsH41b9GItrPFedemgIAWHF7uN6+1HV2Z1enRcdJIPQmVhWNfD4fTzzxhJYlwVRmz56N2bNnW6QvAoHQO+irc6gpDNiShFgb1cq5q6srhg4davB5umrskfqxvUt5eblRiwW2TPHek5XGnALwXl5e6OjoYFgzVe6oxMJIMJRbdWGhXSLD6DePo6lD9/Phk6XJmBZHvkuEWxeru6eOHDkSly5dIrGHBMItSE9xZJqTaENLNiQkJCAzMxNeXl4mj81cRCKRlmiMjIy02xT0/RldpU7sBZXLX0+i0ZyEDGSxgmAJBAIBBg4caNYCRl+jsV2CoRuP6m0T5uVkEcHYN5x7CQR2rC4an3zySTz33HMoKytDcnIynJ2dGcd7w02IQCDYBmNL7WjGPupCKBRqxR32NqpagCp8fX0NHj/Beri4uKC1tdXWw2DQk2gUCASQSqXk/iHYBYa4e/cHLpY04Nvzpfj2QqnWsVdmDcamI91ecieen2TydZyduz9Pq9a4IxCsjNVF4+LFiwEoayqq4HA4dAYuU2KaCASCfdHR0aGVdS80NNSo1eq+PlEhmSktj1AohEQiMeqcgQMH0klxQkND6ULlKmyRyEOVYVdVtkWTwYMHo6mpic60SyAQrAdFUQhf+4vO48tGD8DD4yKwYmw4vrtQitvCDE+uxkarmsdrS6fh7vFdXV0oLCxEcHBwn/99JPQPrO5HVVhYqPXv+vXr9P8EAqFvQ1EUsrKykJ2dzShur+lV0BN9Pe6KuKVanujoaMZ2YmJ3ZsLY2FiteNlBgwYB6M686+HhgeTkZCQmJiIuLg6A/pIC1kbTOq1CIBDA29ub3EMEghXJqmjGPf93Rq9gBID/3KF87nC5HNw7IhRRvuyZvA1FrtCfkVaT/Px8pKWl4cqVK2hra9MqN0ewLadOncKcOXMQGBgIDoeDH3/8kXF8/fr1GDRoEJydneHh4YEpU6bg3LlzrH1RFIUZM2aw9tPQ0IClS5dCLBZDLBZj6dKldE1oW2F1SyOJZSQQ+jfqk3B1zwFDLTrh4eFoa2uDWCy2+Nh6E1Ig2PJoWqr5fD6SkpIgk8kgEAjQ3NzMOK6KoY2JiYFCoaBFGJ/PZ9yP7e3tVq/byOPxtDxpjCkHQyAQDGf78Wt49/c8/PPyFGw8nIWVd0Qh2q9b7KWXNmLef//WOu/QU2NxLLsaHxy7Bm8XEc6suQNCvmUXb9R/Iw3puampibUP1t9UimKmZyVYnba2NiQmJuKhhx7CggULtI7HxMRg+/btiIiIQEdHB7Zt24apU6ciPz9fyyPp/fff1zlXWrJkCcrKypCSkgIAePTRR7F06VL8/PPPln9TBmL1Wc7evXv1Hl+2bJm1h0AgEHoJ9YQkhopGT0/PPumWFx0dTZdVAIil0RqwCXEOh0OXcFH/GwwdOpRxz2n+PdSP2SosQlftUQKBoExIk1/dihBPJ3g4CXHntpNYO2MQQjydcLG4AT9nVCKtuAFX1k+Do7B7QalTKse7v+cBAIZv/gMA8PNlZQmaoi2zoFBQrIKxaMssAEBCkBjzhgUhzMupV9zX5XK5ztANXZ4QFy9e1I7jr80Htt/ct+wQEDHBsAHIJEDZeSB4BMDXyJZbchbwiwNErqoBEVGqwYwZMzBjxgydx5csWcLY3rp1K3bv3o2MjAxMnjyZ3n/58mVs3boV//zzD11vWEV2djZSUlJw9uxZjBw5EgCwa9cujB49Grm5uRg4cKAF35HhWF00Pv3004xtqVSK9vZ2CIVCODk5EdFIIPRx2tra6Nfqlp/+LqL0lRIhWIaeJnBubm6Ijo6Go6Njj/Gz6vcjW91QS8MmTPv7d4JAMJaUK1XYdCQLZQ0drMcf/+qi1r7Br6UY3P+hyxUYGc5clFSJRRUcDgfh3saFUxgDn9f9vfd0Eep1ka+rq9N5jKIocGpygZzDwNinuwUjAOydC6zXtlCy8ucm4O8PgGEPAHf9V7mvvhD4cGh3m/9cBBpLgC/nAaOfAqZtNqzvPkxLSwtjDiMSicyurSuRSLBz506IxWJGeEV7ezvuu+8+bN++nTU0JzU1FWKxmBaMADBq1CiIxWKcOXOm/4pGthiOa9eu4YknnsDzzz9v7csTCAQrk5eXx7r/Vqj3JRKJ0NXVZeth9Gs8PT1RX1+P+Ph41uPGiHc+n8+Iu+1tiGgkELoJW3PE6tdYuf8SY3vTPPbniDXxdun+LRTx9S9u6fs9UbQ3gPfxTRFx/HXTB5R6Uyhe+goYNBsIG8cUjADwUZJa++3AHa8CAgfTr9kHiI2NZWyvW7cO69evN6mvw4cP495770V7ezsCAgJw9OhRRj3hZ599FmPGjMFdd93Fen5VVRV8fX219vv6+qKqqsqkMVkCmwThREdHY8uWLXjggQeQk5NjiyEQCASC2QiFQiIarUx4eDjCw8NtPQyjkErZMyQS0UggKNElGD++PwlP7mNaF1+eORiPjI/oUWTuXJqMO2P90NwpQ+KG31nbPDCq9/NsDPByxn8mRUHsqJxyV1VVITg4mLWtrmcHAOQ8H4pwDy7q2ikEunLA46p5YgQZUYLKLQhoLFa+3n+vYeds9jPcktlHycrKQlBQEL1tjpVx0qRJSE9PR21tLXbt2oVFixbh3Llz8PX1xaFDh3D8+HFcunRJbx9snjY6Y1t7CZtlbuDxeKioqLDV5QkEAsFsbPnwJtgvtszQSiDYC03tUvB4HLiImFPNpg5tYaTuMqrpPqoi7ZUpSN70B+uxP1aNp7Ocih0FGBHuifOF9aYO3eJMi+92QaytrdUpGlndUyXtwPmd6JQB2TXKsj0KChjgrvb7U55m2EDqCroFI4GBq6urxcJOnJ2dERUVhaioKIwaNQrR0dHYvXs31q5di+PHj6OgoECrLu+CBQswbtw4nDhxAv7+/rhx44ZWvzU1NfDz87PIGE3B6qLx0KFDjG2KolBZWYnt27dj7Nix1r48gUAgWA0iGvsmRNQRCNblSnkTZn/0FwBgRJgnksM88NuVKlyvbWO043KAgjdmGtSnl4sIl1+birs//pvuJ3/zDEbMoIpREV4M0Th/WBC2LBhi6tuxKLoScem0Mn6unXSltp3CAHcjLtpeD9y4CnwxW3ebh48BvrHAGwG62xBMgqIo2itpzZo1ePjhhxnHExISsG3bNsyZMwcAMHr0aDQ1NeH8+fMYMWIEAODcuXNoamrCmDFjenfwalhdNM6bN4+xzeFw4OPjgzvuuAPvvfeetS9PIBBswK1SaickJATt7e02Xfkj2B+2jJskEOwBlWAEgPNF9ThfxG71u/jqnUYtvomdBDi+eiJkcgV4XI7Oc6uamIl13r5nCKu4tCWNjY3g8/lwcXEBAGRkZAByGdBaBbgGAhVpgHuo3j46pBSEPDBdVdl4m8XFf00JIHACeBqJwRZ/BXz7gPJ17F1A1k+GvqVbgtbWVuTn59PbhYWFSE9Ph6enJ7y8vLB582bMnTsXAQEBqKurw8cff4yysjIsXLgQgLImNVvym9DQUDoUY/DgwZg+fToeeeQRfPLJJwCUJTdmz55tsyQ4QC+IRoVCYe1LEAgEO0JVqPxWQCQSYcgQ+1i9JvSMSsy1tLTAwcEBFEVZJc6wpKTE4n0SCH2FT09f13nMVcRHS1f3ooq7k2kJ03oSgJVNnfTrnNen249gbKkCzu1AV/MkFLhNACTtSI6NAMRBwMW9wD+79Z8/5j/K5DV/rENrgBtynUcCx1/HQG8uXDTbStqA3F8B38Ha/XjHAA46aiMPngPM3wW4DwCy1bwFa68BLZVAUzkw9D5j3nW/4sKFC5g0aRK9vWrVKgDAgw8+iB07diAnJwdffPEFamtr4eXlheHDh+P06dOIi4sz6jr79u3DypUrMXXqVADA3LlzsX37dsu9EROwumjcuHEjVq9erVVIuaOjA++88w5ee+01aw+BQCD0EjExMaQWHcHuKS0tRWlpKQAgKSkJtbW1oCiKNVudKbAtlgYGBlqkbwLBnvkpvRybjmSzHrv+xkxwuRwU1bZhz5kiPDo+wmrjuDPWD6evKesGOwj0ZyztNVqrga8XAwAkjSeBBceBo68h7fN/IOAB0PBadRQAUZ5cVLZQqG2ngJGPAQn3KA/OeAu5ANCmjIHMraOglQrnzzeUmU/ZkHWy71cxZJHyf48B3X1sv637eHkapFPf1Fm+KD09HXK5HMlD4pSWTC4P6GoBdk0GanPBd/aBY9ha/WOwUyZOnKg3xOHgwYNG98nWn6enJ7766iuj+7ImVheNGzZswOOPP64lGtvb27FhwwYiGgmEfsKAAQOIYCT0Oa5fv47GxkYAgLe3t0Usj5qiMSQkxGKClECwVyiKwtPfpDP2XXr1Tng4M62JYd7OWD/XOKuLsdw3IhQKBYUxUXbk9VKVCQAQ8QEKAL65D2iuBABINQRjgh8XQp7S5TT0pkGwNn6hdp8q91x10ZGbAuxfrH8swcMNGzOfPYNow6mduO59N8B3gIeHB8K9ROBw+YCTFyTH3oT8+7eAFSmofSMe3lQNMHc7cOip7mG31WB87gYApFZ7X8LqolFXetjLly/D09OT5QwCgdAXEYt1uLoQCHaMSjACSrfSsLAws/tUF43JyUakwicQ+iidciDmtaOMfdsWJ2oJxt5CwONi+Vg7K9WT+T8AQJfspsa7KRhV8LiA/OajQyUYAWUuED6XAvhsVj21+XXKS8DZ/+ofQ/wCpXidv8uwMTu4s+4ubVYAu6cBj51EQ/qv6Dr2Igb78NAmoVDVelPAfjYdxQDEflzUf/0k3B04EPK6E8iVeYzCrZH9oP9gNdHo4eEBDkcZpBwTE8MQjnK5HK2trXj88cetdXkCgWAG5eXlUCgUCAkJMfgckkmU0Nepq6uDj48PnJ2dzerH09OTNV06gdBfefG89nRyzhDikq3C3d0djdXdbrvVbdou7HIFgGU/weUb7YLv4vVlqLqWr7Uf6r+7PQlGU+os6vhdpy2j3z8M1F1DO4DrDQo0dGi7WWbcUL7XsmblseR5T0Ca/DCuns0horGPYTXR+P7774OiKKxYsQIbNmxgWCGEQiHCwsIwevRoa12eQCCYCEVRqKqqAgD4+flBKNS9UkyyRBL6Gzk5OWZbB1VxPsSbhnAroFBoC4UDT4y2n+QzdkBkZCRqxByUNFFwd+CgsVNHTJyDGK3LTwBDhwDvRgOdjYBnBAQiB/b2cmWZDhf1n+nYu4C5HykT3VAUkPsL4G9GwranLnTHM8bMAPJ+7T5Wd41+ySYYWYc8eQPAFQDIMX1MBJtgNdH44IMPAgDCw8MxduxY8PlW94QlEAgWRlVPqrOzE1wuV0tANjc3069J7TtCf6Gurg5eXl4mn69yT7VGZlYCwd6obZNo7UseQBZMNFEZ7Zq6dPxW3raiuxFfCLxwHSj6CwhKhkgkQkhICKRSKb2oCwAQODL7WPIdEDONedFBs8wbuHc0sL4J0qocCHyicDX1d2DvIsPPn/UucGS18vWMtyADD+TJ2DexupKbMGECCgoK8Pnnn6OgoAAffPABfH19kZKSgpCQEKNT0BIIhN6joaEBAoEAV69eBaA/PovHs5MMdQSCmRQVFZklGlULKMRlm3ArcN+n5xnbXjaKY+wr6FxfTbyXuc3lARET6E1VMi2GaBQpC23QXaoLRgtSX1+PwvI2eHaUotNRR13ih48pRWpzJfDt/cp9cz4AAocCj52kmzU2NhIvjD6K1cX+yZMnkZCQgHPnzuHgwYNobW0FoCxium7dOmtfnkAgmEFDQwMkku5V5La2Nsbx6upq+jWZIBPsnaCgoF65DrE0Evo6CgWF+z89i+/+KUXYmiMIW3ME//1TO6autL4dJfUd9PZj4yPw/RNjenOofQbdzjgc4P7/6cxUal7f5pOWlobCwkIASvEIQFkrEsAg75vPuAcPATy+Uui6BwOTXwMmrlUKRg3Kyspw8eJF2pOJ0HewuqVxzZo12LRpE1atWsVIxz9p0iR88MEH1r48gUAwEnU3U5VbqgrNeC91EUlEI8HecXDQERdkYYilkdCXaemUYvr7p1He2IG/8+vo/e/8lotREZ54/vsMXK9pYz137UyWQvIEoLMZTV06jv0rBeCb8Wy6+xNQlz8HVn5neh/GMn41MHA6nKc/AKe8a2hvb2cej5qM2NhYZGVlAQAGDRqEnBxmDKNKiBL6DlZfBs3MzMTdd9+ttd/Hxwd1dXUsZxAIBHtCX6wiqT1H6Euox+SGhoZa7Tqq7wyxNBL6Ignrf0d5YwfrsQX/l6pTMBL0UHoOjCUkdTdSnnEWxsGDu4W5m5sb4DsI1JwPACfLu3zq/P3ncJA47QGAx8eAAd05UIcNG4bk5GQkJyfD0dERMTExiI2NNTsjNcE88vPz8dtvv6GjQ/m9NjUHhdUtje7u7qisrER4OLNezqVLl3rNVYhAIBiGXC5HaWkpY5++h4vqAaTuRUAg2CtOTk4YMGAARCIRnJ2dUV1djc7OTgDKBRCKolBTUwNAmRnY2ARudXV1cHR0pF24iKWR0NcwJ6HZ8VW3W3Ak/QyuWsz/iEeAyMlA3m/KbY3nhLe3t96unJycaI+f1tZWRkI6S6Nec1YT1aKY+ng0IXMD21JXV4fFixfj+PHj4HA4uHbtGiIiIvDwww/D3d0d7733nlH9WX0ZdMmSJXjxxRdRVVUFDocDhUKBv//+G6tXr8ayZcusfXkCoV+hUCjQ0NBg0UylUqkULS0tyMjIQEFBgZYHQFMTs7aTehxCS0sL438Cwd7x9vaGq6sruFwuYmNj6f1+fn6MhUyVmDSUxsZGFBUVITs7m/6OEEsjoa/Q1iXD3tQihK/9xaTz3xkhQ4iHk4VH1Y8QdZedQ+ISwC0AmPE2MG8Ho5lAIEBAQIDR3Rv7vLIExj7fhg0bpreEF8HyPPvss+Dz+SgpKYGTU/f3c/HixUhJSTG6P6tbGjdv3ozly5cjKCgIFEUhNjYWcrkcS5Yswcsvv2ztyxMI/Yrr168jMDAQpaWlZteSA4D29nZkZ3cXHJZKpVptKioqGNsymQw8Ho8hHh0dHTVPIxDsHg6HAz8/PygUCq3JjKrWoqEUFRWx9k8g2Dv//TMf7/yWy3ps5R1R+PB4Pr5/fDTu2ZHKOPbkxEhMiPFBUogbfvnFNLF5y5D1I7iqx4FKbIWO1GoWHx9vlBhTJZe0Fuq1mJ2cnOjYxaFDhxrdF5fLRUJCAgDlYjQjCyzBKvz+++/47bffEBwczNgfHR2N4uJio/uzumgUCATYt28fNm7ciEuXLkGhUGDYsGGIjo629qUJBJORy+V0CQmpVGr0BLKvcO3atZ4baVBZWYmwsDDGA1+fCwuBYM9o/piqFkSMteaTTICEvkhhbZtOwfjbM+Mx0N8Vq6YORIeEeX+LHQV4bupA8Lgc1sVGgga+sZpeqFq4uLjYnXdCY2Mj/Xrw4MGgKAoURZk9TnWrF8F6tLW1sX7WtbW1EImMz9bba3dnZGQk7rnnHixatAjR0dE4ePAghgwZ0luXJxAMJi0tDenp6bS7WUZGhpaLZm8ikUisNiFVX0U0FJX7qrplRnPiTSD0VVTfNYVCYfBk+MaNG6z7yWIKwd6Z9O4JxraA161sHATdU0RHIbMO7+V1U8HjEku6wRSdhr6PKyQkBAMHDjS6W2tkhKYoCmlpacjOztYqs8XhcOxO2BJ0M378eOzdu5feVoUJvvPOO5g0aZLR/VnV0rhr1y78/vvvEAgEePrppzFy5EgcP34czz33HHJzc7F06VJrXp5AMJra2lr6dUFBAf26srISYrGY7RSrIpVKkZmZCT6fz4i/sjVZWVl0EhyAxG4R+h8qt+0BAwawJqagKIp2Py0rK2Ptg4hGQl8iY/1UNLZJMf6dPwEAXB2msdS1d/TmsPoH6fvg78JBTRvTg4HD4YCiKLi4uJjUrblZSRUKBSorK+Hh4UFbpEpKSgAow1d6q0wRwTq88847mDhxIi5cuACJRIIXXngBV69eRX19Pf7++2+j+7PaTO/dd9/Fv//9bxQWFuKnn37CHXfcgTfeeAOLFi3CvHnzUFJSgk8++cRalycQTEKXj7fmaltvoYofkMlkFk1+YwrqP07qghEwPv6LQOgrsD0TqqqqcPHixR4TQNn6O0sg6KO5k2lJd3MQoEvW7dXi5sh8rhdtmYWiLbMQICYx7KbAZ5lxJyQkYNCgQRZ312xvb0dlZSUUCgVqamq0frNVXLp0CVVVVYzcBuqL56pM0KRkRt8kNjYWGRkZGDFiBO688060tbVh/vz5uHTpEiIjI43uz2qWxt27d2PHjh1YsWIFTpw4gTvuuAPHjx9Hfn4+3N3drXVZAoFGKpWiq6sLTk5OfdISJpPJkJ+fT29funSpV68fERGB69ev09tOTk46xTNJhEO4lSgvLwcA5OXl6U1IZar1gECwJjeaOzHyjWNIHuBB7/vusdEAAIm82zruKOBpnUswHTa7rUAgsNiia1paGgYOHAgXFxdaBDY2NtKLz5rPqrS0NMZ2ZmamThdZWy2cE8zH398fGzZssEhfVhONxcXFmDJlCgBg4sSJEAgE2Lx5MxGMhF4jIyODfm1IptGerALq7mi9weXLl/UeT0tLMyuDaldXF/06NjYWWVlZ9Laq3+DgYNr1TtePBvlOE25ldMUFR0VFKQtvEwi9RHVzJ9wcBXBQE3tN7VKMfes47h8ZisLaNvye1R1/m1bcQL8eEa4sDC+Vd/8Oqsc3EswkKBmc8jQg+k56lzVCXnJzcxnzApVgBJQF3n18fODk5ERbENWRSCTIzMy0+JgItuPzzz+Hi4sLFi5cyNj/v//9D+3t7XjwwQeN6s9qorGzs5PhCy0UCuHj42OtyxEIejFXYAHKyWF/ccOsrq5GaWkpve3g4ICBAweivLyc4bLg5+cHV1dXiEQiRoynOqa4OBAI/QXNxZ3Q0FA4OTkRdy5Cr1Ja345xb/+JIHdH/L3mDoStOcI4/smp6zrOZOLj2p1RkZSMsSBOXsr/A5PoXZaIF2T7G+mKpW5qajI5qZ8pmTYJtmfLli3YsWOH1n5fX188+uij9iMaAeDTTz+l3XNkMhn27NmjlVBg5cqV1hwCgUBTXl7OKN6tjkwm05nMQv38sLAwK4zMdJqamkxarVQXjIDyh8fFxYXVNUUVaxEZGYn09HSTxkkg3Ao4OTmRxVGCTTh604JY3tihJRiNIcjdEbsfvA3uTv1jgdRukN307OF1f67WKnRvjVCWwYMHW7xPgvUpLi5GeHi41v4BAwbQCY+MwWqiMTQ0FLt27aK3/f398eWXXzLacDgcIhoJvYa6O6YmZWVldCkJXdTV1dmdaMzPzzfbgsrnG/YY4PF49LU0YyEIhP6MuueMRCLR2W7QoEG9NSQCAYAybCJ87S9620R4O+PYcxMYVqmTeTV48LPzAIDCN2cy2k8e7Gf5gd7qyG8mHeJ2i0ZLLDBZItmWr68vqqur9bZR1a0m9C18fX2RkZGhNXe9fPkyvLy8jO7PaqKxqKjIWl0TCCahii+6ceMGOjs7MWDAAPqYPkGpjkKhMDqpTlFREerq6hAdHW2VGCeZTIasrCy4urqyrigZcr6xODg4oLOzk8RsEW4Jrl69ipCQEIjFYly5ckVnO+LOR+ht/szVPdnncoDrb85iPTYhxgdFW9iPEayAXDnH8Pf3RQ2PhyFDhljkeWEJ0ejp6ckqGocMGYLy8nLiPdGHuffee7Fy5Uq4urpi/PjxAICTJ0/i6aefxr333mt0f1Z1TyUQbAXbg1QlDFVuqF5eXrT7dGdnp0H9lpSUGG1tVFkwr127ZrBV0NCi4oAy8F0qlaK+vp4ObheJRIiPjzfofFNir+Li4iCVSvtNjCeB0BOlpaUmLbAQCNbggz+uYdsfeazHvn5kJMZEatcWJdgQudJDISgwAEFRQ3v10vosif7+/nB2doanpycjOY5qrmJv3lUE49i0aROKi4sxefJk2qtMoVBg2bJleOONN4zur+/VIbjJm2++CQ6Hg2eeecbWQyHYCQqFAo2NjZBKpayisaqqirGtng1UczKYnJyMuLg4DBkyhLG/JxdWS6EZc6iOm5sb/P396W02wdvV1cVaQ04ulzM+GycnJ5MT2RDBSLjVqKystPUQCARcLm3UKRgBEMFojyhu1r/kWvZ3s6e4yOTkZISEhOg8rsrzQMRh/0QoFOLbb79FTk4O9u3bh4MHD6KgoACfffaZSTG1fVI0/vPPP9i5c6fWhJ5w66JQKHDp0iUUFBQgIyMDOTk5rO3UV9uam5sB6HbvcHBwgEAgMKvWmi4LZk8uJQ0N3anQNZPTNDc360zoo05eHnNS0dbWhvT0dFy8eJHeN2jQICL+CAQ1IiIiDG6rXpDbFNdwAsEY1h7MQNiaI7jrv3/T+95akICCN2bqOYtgF6hEI8c+p90cDgfDhg2DSCRCTEyMrYdj15w6dQpz5sxBYGAgOBwOfvzxR8bx9evXY9CgQXB2doaHhwemTJmCc+fO0cfr6+vxn//8BwMHDoSTkxNCQ0OxcuVKrcy2DQ0NWLp0KcRiMcRiMZYuXYrGxkaTxhwTE4OFCxdi9uzZjNAsY+lz7qmtra24//77sWvXLmzatMnWwyHYCZrirKOjg7WdugXP1dUVQLd41IW3tzdaW1sZfehbuVNHVQRcRX5+Pv1gCA4ORktLC6RSqd7MZKoENOoPHUNpb2+Hk5MTWltbkZubq3WcxGARCEw8PDwQHR2Na9eu9dh28ODBaGtrg0QigYeHR4/tCQRz2H9e2wNl8fBQxnaMn+mLnAQrQt0sg8HtvYQy0dHR9GuhUAiJRAJvb2/U1taytudyuQaHtdzKtLW1ITExEQ899BAWLFigdTwmJgbbt29HREQEOjo6sG3bNkydOpWuk1lRUYGKigq8++67iI2NRXFxMR5//HFUVFTg+++/p/tZsmQJysrKkJKSAgB49NFHsXTpUvz88896x7dq1Sq8/vrrcHZ2xqpVq/S23bp1q1Hvvc+Jxn//+9+YNWsWpkyZ0qNo7OrqYiQ4UbnryWQyo2LGrIHq+rYeR39BKpUaHW9UXFwMLy8vdHR0aJ2r/ndxc3NjHK+oqICPjw94PB5u3LiBtrY2hIeHswowzYezunurerKo5uZmODo6AlBaIdWvp7pfVftCQkIglUoRFRWl06KqIjMzE+7u7jpXp8j9178hzxnTcHR0NOh5IpVKIRQKIRQK+81nTO4Z++SPbPaYNNXf6d0F8Xj/WD7euyeh1/925J7pGb5CBg4AmVwBysKfk65nlaOjI/03GTRoEBQKBRQKBSNUx1Z/M3u6Z4ydO86YMQMzZszQeXzJkiWM7a1bt2L37t3IyMjA5MmTER8fjwMHDtDHIyMjsXnzZjzwwAOQyWTg8/nIzs5GSkoKzp49i5EjRwIAdu3ahdGjRyM3N5e1PJqKS5cu0Z/rxYsXdRoHTDEa9IpoLCgowOeff46CggJ88MEH8PX1RUpKCkJCQhAXF2dwP9988w0uXryIf/75x6D2b775JjZs2KC1/9ixY1r1Im3F0aNHbT2EfkFXV5fOOEAXFxeGpVCdqqoqdHR0aFkENeMf8/PzGdvXr1+Hk5MTvd/f35/VjbWgoMCg7GZ//fUXoqKiAChdba9f7y7EXFpaCoFAAKlUiqCgIMb9rz4uJycntLe3w8vLy+DYS833SeifkOeM8Wh+59noz98fcs+YjlQBfJHHRbI3hWHe5me3BICnU9mna7/8oiy3IQDw/GDg+sXTuM7a0vqQe0Y3U9ra4AzgzNlzaMi0bG6E69evQ6FQWjLVk97oej4VFRXRQsnWzzB7uGdUi/stLS0MzzORSASRSGRW3xKJBDt37oRYLEZiYqLOdk1NTXBzc6OT1aSmpkIsFtOCEQBGjRoFsViMM2fO6BWNf/75J/36xIkTZo1fE6uLxpMnT2LGjBkYO3YsTp06hc2bN9N1Qz799FOGKVYfpaWlePrpp/H777/T9bJ6Yu3atQzTbHl5OWJjYzF58mSDYsKsiVQqxdGjR3HnnXeSmDIL0N7ertPq5ufnhxs3brAeU5WOUMUjDR06lLWkRnFxsZYQGzBgAJ2QJiQkhDUttXr8YE8kJSUBUCaruXz5Mr0/ISGBFo2a94x6/6rzjbmu+jmE/gd5zpiOTCZDRkaGzuPu7u5GxT/2Fcg9Yz6PfnURmQ21yGwAXl421SJ9Pp36O+v+mTNtH89I7pme4V9/GZAAY8bcDirIsr+72dnZdEhOUlISWltbIRKJdP4tdM0behN7umdURoPY2FjG/nXr1mH9+vUm9Xn48GHce++9aG9vR0BAAI4eParTWFVXV4fXX38djz32GL2vqqoKvr6+Wm19fX0NFvoymQwODg5IT0+3mNux1UXjmjVrsGnTJqxatYqOIQOASZMm4YMPPjC4n7S0NFRXVzNKFsjlcpw6dQrbt29HV1eXVvFRzVUC1QoCn8+3+U2qQiAQ2M1Y+jICgUBnkfrg4GCdljeVK4AKXatKUVFRWkHK5eXl9LmVlZXw9fVFbW0tOjs74e7uDnd3d51j0vUeAOUDRHNM6ve2+j0TERGBkpISWliqMOS6QUFB5N67RSDPGePR90yJjIyEWCzu1zHB5J4xnT9zu8MSeDw+uFzz7hOZXMG6/517htjV34jcM3q46XHEFwgAC39GMTExKCkpQUBAAAQCQY/x1erPNVv/vezhnlF9HllZWQyDkjlWxkmTJiE9PR21tbXYtWsXFi1ahHPnzmkJwebmZsyaNQuxsbFYt24d4xjb7wtFUQb/7vD5fAwYMAByudzk96GJ1dM4ZWZm4u6779ba7+PjY1T5gsmTJyMzMxPp6en0v9tuuw33338/0tPTtQQjgaDCGOGmj55qLF65cgXl5eWoq6tDQUEB4/425P5UrR5pusqyWT5V+Pj4IDk5WSt1Mpvrgo+PD0JDQxEdHQ0/Pz/WVSwCgdAzrq6u/VowEkznRrNGUjap+RO2lk5mzNX4GB/cHuWN+UnBZvdN6CUoVckNy89VHRwcEBMTwzDMEIzH1dUVbm5u9D9zRKOzszOioqIwatQo7N69G3w+H7t372a0aWlpwfTp0+Hi4oIffviBIZ79/f1ZPeRqamrg5+dn8DheeeUVrF27llGD0xysbml0d3dHZWWlVjryS5cuGeUi6urqqmVedXZ2hpeXF8n2RLALNFdz1BPd+Pr6IjAwEIDSd50tXqq8vFxLMAKmBSu7uLggKSmJdkPRtIy4ubkZ3SeBcCujcmUnEPRRUM2Mn++QyuEsMm+qdbGkgbG9d8UIs/oj2ABV9lQ7LblBsC4URTESczY3N2PatGkQiUQ4dOiQVtjd6NGj0dTUhPPnz2PECOX3/dy5c2hqasKYMWMMvu6HH36I/Px8BAYGYsCAAXB2dmYcNyaECugF0bhkyRK8+OKL+N///gcOhwOFQoG///4bq1evxrJly6x9eQIBgNJKmJaWZrPrq2IfgZ6L8apjTi1SDoeD+Ph4KBQKOjMrgUAwjdjYWFy+fBkcDod4thB00iljLh62d8kBM6pgSGQK/OuLC/R2+mt3mt4ZwXbQdRpt/+xQZVQnZYJMo7W1lbHwX1hYiPT0dHh6esLLywubN2/G3LlzERAQgLq6Onz88ccoKyvDwoULASgtjFOnTkV7ezu++uorNDc30+Fzqsz8gwcPxvTp0/HII4/gk08+AaAsuTF79my9SXA0mTdvHjgcjkEJGQ3B6qJx8+bNWL58OYKCgkBRFGJjYyGXy7FkyRK88sorZvVt6axAhL6LLguAehHTqKgogzIiWgN1F1NDXR7Cw8PN9vU3N/MXgaBOZVMHXB0EcDHTcqKOeoxGfnULpmw9BQD4Y9UERPnaT805DoeDIUOGELdUgl4a25klBL75pwSf/V2Il2cOxtLRYUb1RVEUfs9iJr1wdzJ80ZFgR9iRpTEsLAxNTU1wd3e39VD6JBcuXMCkSZPobVXCzQcffBA7duxATk4OvvjiC9TW1sLLywvDhw/H6dOn6WoRaWlpdN1tVdZ8FYWFhQgLCwMA7Nu3DytXrsTUqcpkWnPnzsX27dsNGmN7ezuef/55/Pjjj5BKpZg8eTI++ugjsytHWF00CgQC7Nu3Dxs3bsSlS5egUCgwbNgwRtFRAsFc1F1BVSQkJDCsemKxGHFxceDxeHqzIlobVQHdK1euwN/fX2cmLGIdvLX47WoVHvsyDWfW3IFAd/v727/4fQa+vaAsa3P+5cnwdTUsi7Uudv9ViNcPZ+k8PmXrSQDALyvHITbQtu7UqnI6+uKLCQRAWzR+fKIAAPDqT1eNEo1ha45YclgEW2PFmEZj4fF48PT0tPUw+iwTJ07Ua7k7ePCgWeer8PT0xFdffWX0+ABl5tc9e/bg/vvvh6OjI77++ms88cQT+N///mdSfyp6peTGhAkTEBkZicjISGtfjnCLovkFTExMZE2A4+DgQNcz0kQsFltlbGzuqCKRiE6so0s0kgnqrYHm5HDMluMo2jLLRqNhp6ldSgtGAPjgj2vYfHeCyf39U1SvVzCqM/PD00Z9HnIFha/OFmNslLfZlkpVqRt1jwUCQR+NHbqLlYetOWLQvVzdTGJn+x2qOYodWBoJ/Z+DBw9i9+7duPfeewEA999/P8aOHQu5XG5WeIXVReOdd94Jf39/LFmyBA888ABJWkOwOpGRkXozpmq6lwmFQkgkEoNqriUkJCAnJwdSqe6JgSam3vNENPYfmjulcHPQdjVu7ZKxtLY9S3efw+lrtTqP7ztXAolMAWcRH3vOFGHNjEF4fIL+RcGi2jZMfPeEQdcPcndEeWOHMUOm2XGyAO/8lqu8ppniOz4+HjKZzKg4ZMKtTbMe0Qgoy2fweezPdoqiEL72F2sMi2Br6JhG8rtOsD6lpaUYN24cvT1ixAjw+XxUVFQgJCTE5H6tLhorKirwzTffYP/+/Xj77bcRHx+PBx54AEuWLEFwMEkXTbA8Pfnpa4rGhATDLSZCoRBDhgzRm1THzc2NDmpmu54msbGxqK+vR3V1NYKDg1FSUgKhUGjz2kUEy7Bizz84nlMNQFvEZJQ2sp5TXNeGAV7OrMesDUVRegWjiv+lldGvt/yawxCNCgWFDT9fxR2D/TAhxgcAdApG1WfS1CEFhwO4OQhAURQ+OHYN7/9xzejxqwQj0G3FvbZ5BgQ6Jur64HK5RDASjKKmtUvv8U6ZAp+dKMDWo3k48MQYJA/wQE5VM5Z/9g8SgvV7u/z69Di9xwl2jB3FNBL6P3K5XOu3i8/nQyYzb6Ha6qLR29sbTz31FJ566ikUFhbi66+/xt69e/HSSy9h/PjxOH78uLWHQCDoxFS3s+DgYJSVlbEeCwsLw7Vr19DR0UEHNOvD0dERQUFBdAkaHx8fk8ZEsE9UghEAfr9ahalx3Zl0l3x6jvWc9NLGXhWNhbVtmGSgFVAXcgUF3s0i5hEvKa0lX6QW6z1HPROk2LF7kYTD4eCe5GBaNCoUFF0gXSZXIOVqFXacLMCBJ8ZAxFe62qQV1+Ob86VgI/rlX/H58uEQ8LhIHuABR6Ht44oI/ZMjGZV6j1c1dWDr0TwAwIL/O4PFt4XQrt9VWfrdUgcHkFJJfRaKWBoJvQdFUVi+fDkjGWJnZycef/xxRtmNnuIvNbG6aFQnPDwca9asQWJiIl599VWcPHmyNy9PINDExcVBIpGYXK/Qx8dHp2jkcrkYNGgQcWsjaPHol2n45tFR2PhzFqRy9thaAKhp0W+tsBQURaGiqVOnYPxixQiMjfTCnjNFKKlvx7o5cZj14WnkVLVotY28KRRPvzBJ65gu9GWCdBB0C7s9Z4qwkSUGcuArKSjaMgudUjkW/F+q3ms9tOcfAMBdQwPxwb3DDB4jgWBJVNmBVajHCmsyKyEARzL1i1CCDWipAhqKgNBRzP0UBTSXA4WngV9fBLqalPsHzgTkEuVrO0iEQ+j/PPjgg1r7HnjgAbP77TXR+Pfff2Pfvn34/vvv0dnZiblz5+KNN97orcsT+jlisRhNTU0Gt3dwcNAqpmoM+uINVUHGRDASFArtDGn37jyrtW9OYiB+vlxBb286ko2Hx/UcY2ssMrkCj391EZG+zvjk5PUe26tcS9XHkvLMeAC6szuOe/tPvX0O9HNF7o0WrJ0xSG87Ib/7O8YmGFWErTmC5+6M0duXOj+lVxDRSLAKuhaCjI3RFTsKcOqFSTiSUUmLxl9WEtdUu6CjAXhPrU7eq3UAjw9IO4HNfuzn5KrFqRJLI6EX+Pzzz63Sr9VF40svvYT9+/ejoqICU6ZMwfvvv4958+bBycnJ2pcm3EK4ubmhqanJahlQDYXUcLu1USgovPLTFXx9rsSo8z5YPJQhGi3NmYI6PLinOw73j2z2dv+8PAXDN/8BADj1vH6LYdGWWZDJFYh6+VejxvLbs+MNaic0IgbxvZvufgSCLdGVBMfLRWiUaORylMJxflIQfkovx9gob5uXnSEAUCiAt8KY+173Mq4PIhoJfRiri8YTJ05g9erVWLx4sdlFJQmEnjAnlbA5xMfHo7a2Fr6+vja5PsE++DmjwmDBGOHjjAVJwZgzJBBcLgfr58Ri/c+GlaEwhrpO4Ok9uhM3AcDC5GDcPSwIPq4iozKO8nlcjI/xwam8Gq1ji24Lxsa74iFTUHj8yzT8lV+LD+4danDf6u6pxjB7SAAO9xBXRiBYg1wWt20AmDLYDxlluj1hjj03AZPf6w7XcRIqp2YOAh6+fWy0ZQdJMB65zDhx6BkJzHkfcPYB9t4FRN8JXFLV2yMLy4S+i9VF45kzZ6x9CQLBoEKp1kQkEtGJbAi3JhWNHXj6m3SD2rIJs+VjwxmiUT35i6lQFIWNl/Q/5gvfnGmWhXzN9EFaovGde4bgnuRgut+vHh5pcv/GcN+IELw5fwgOZyhdZ99fPBTxQW6YsvUUfnhyDO7+WPl71CmVmyxKCQRduDmyZ7yekxhIJ7/RZO+KEYj0YdYTnTcs0OJjI5hIxSVg50TD28fdDSzc0729Og+ozlYTjQRC38UqovHQoUOYMWMGBAIBDh06pLft3LlzrTEEQj+kvb0d2dnZcHBwQGxsLHEFJdgNnVI5ftGTsCJr4zTEvvZbj/28NjuWjt+7WNKA28I8TR6TXEEh5rWjjH1FW2bhl8xK7E0tApfDwXuLEs3+Hqm7zc0fFoSti4ea1Z8+irbMomMpL782FZPeO4H6Ngl9fONdypqoby1IwIWiBsxJDASPy0HRllmMmpgXihpwezTxfCFYlsomZfZTfzcH3DsihM7+G+7tjIfGhuHzv4u0zrk9Svs+XDY6zJrDJBgDm2B0cAfWFCsT4jiIAYVM+dorCmB9npK5CqF/YBXROG/ePFRVVcHX1xfz5s3T2Y7D4UAul1tjCIR+SHa2MhCrs7MTXV1drIlsbCEke6oLSejfNLRJMOz1o1r7v3tsNNYezMDGu+JpdzMA8HDSXX9TXcjIWJLoGEKXTI5dp67j3d+Zlo0XpiuTN8xMCMDMhACT+tbFhrlx2HOmCFsWDLFov18/PFKrLIm6lfbLf43ArA//AgBc3TCNrsW4eHgoFg8PZZznrFZmw9dNBALB0jyy9wIAoKq5E89MiUGkjwui/ZRWxAgNa2JcoBt8XEW0N0GA2IEWnX5upidpI5gIRQHnPgGObwIkLUDQbUD5Be12cXcD8z9VvnbtLp8EkavuvtXnJWSxm9CHsYpoVCgUrK8JBEshlUpp0ZiTk4O2tjabjUVfJlVC/4dNMP65eiLCvZ1x7LmJ9L6iLbOQXdmMQf66Jxfuau5tqiyrxsQYAsDd/z2DrMpmrf1PTowyqh9jeHBMGB4cE2bxfnsqdh4XKEb2xulwEHB7XDDicDhwdxKgsV1K1v0JvcKcxG430y4pc4H88H9uZ2wvvC0EHx67hhg/prgk9ALSTuDDYUCLWjIyNsH4Sg3AJ1nRCbcuVp/t7t27F11d2jXHJBIJ9u7da+3LE/opeXl5aGxshFwut6lgJBA0uW9EKMK9nVmPDQ5w0ytufFksDBeK6gEoLYiGZGBkE4xXXpvc43n2iKuDbqusCkchz2APAyIWCbairIH53eVwOIz79smJkdi6KBH7Hh6leSrBWlz7A/h+hbJURksP2atXZZshGMmTh9A/sLpofOihh1jr57W0tOChhx6y9uUJ/QQ2N+aCggKtBDjt7e29NSQaFxeyMnwr0NAmQX51K+549wTSiuvx+d+FrLUK35yfYNHr3rMjFRRFYeArKRi75TiOZFQibM0RxL6WotW2Q6L9PflgtAyiPpz05alJSgtp5vqpZvfV1qX8fBQUUFrfjvzqVgDAp6evY+epArP7J/R/tv6eiwc+PQeJrNuLqqFNgnd/y9V7nodTt+B4/a44reMOAh7mJwXDx5W4TlsdmQRYLwb2LQCuHNA+LnID1jcBLxQC4lBg8muAmxnJiRiLWkRAEvouVs+eSlEU6ypwWVmZzWvqEfoOUil7/StNMdnRYXgtLHOJj49Ha2srPD1NT1ZC6BtoisMF/5eq1ebTZbdhSqyO4s5mMvDVboH4768vAgDaJXJQFIUumQJfnCnCm7/maJ334xOjUJz+l1XG1FusnjYQq6cN7LmhAUhuFl9fczADl0oaASgn8JuOKOOlpXIKj42PAN+IGpGEW4sPj+cDAFKuVmHuTffTkW8co+8tANjz0HCt80SC7ntqKUl0Y3kq0oHSc8DIx5T1FDXDRigKOPoqcOajnvtacTNpmZMn8GymBQZHhCKhf2A10Ths2DDa/WLy5Mng87svJZfLUVhYiOnTp1vr8oR+hq6ESSUlxhVRtyQikQgiEVkV7s8oFJTBeQsG6olVNBd1q4Y6K/b8gz9ztWskqogNcEVxupUG1YdRCUYAePWnq/Trd37Lxf+dKMCl1+6kk+oQeh+5gkLkS78AAIaHeeB/j48x6LzS+nZ8dbYYT90RZZBrsyFQFIVv/ynFmoNM8bBy/yVaNKoLRgBwd9J2Y3Tsw9Z+q6PyGGosBvJ+A0JGAt4xwJZQYNa7QGASUHERuHZUWb7iybNMV1GFAtg5Qfn61xe69y87BETc3J+yBji3Q/vaK9OBE28CGd8qt/99HvCxzCIVgdDfsJpoVGVNTU9Px7Rp0xgufEKhEGFhYViwYIG1Lk/oZ+gSjc3NzPgtPz/rWHoItx4v/ZCJr88xFyU+Xz4cjkIeNh3JwpVy5r1nabeyV2fH4vXDWXrb6BOM6+eQsjSm0Nolw51bT+LE85NsPZRbkus1rbhDrdD9P0UNOj2WNBn39p8AgE9OXTc6gZQuwtf+ovPY/vMlWHtQ2xLlJNQWiPckB+PQ5QpMHuxrkXH1G06+Dfz1PiDVkZvg56e1923yMazvvXOB1flKi6GmYEy8D7j75r45HwLxC4Cw2wEhezy6WZDsqYR+gtVE47p16wAAYWFhWLx4MWt5BALBUAzNUErus96hXSLDb1erMGdIYL9z5aMoCg/t+QcnWATZpEHKCd/h/4zD/Z+exd/5dfQxSxWLP7Lydlwtb8bC24Lx8Z/5qFOrQ9gT85OCwOVwcCK3BncPC7bIeG5Fiup6Pzb6VqeyqQOj3zzOeuyHS+WYn6T/ft7w81W9x00hmyWplDpsghFgtyo6i/g48IRhFtNbAooCNrhb/zrvxwOyTua+9Rp5NgQOQMw0641BLmF/TSD0Maw+23vwwQfJRJ5gNoaWbqmo6CEDGsEixL72G5799jKiXv7V1kOxKF+mFiF87S+sglGT7fclWWUMcYFiLBoeAg6Hg1dnxxp8Xsb6qdi6aCjeXZiIcy9NhlhPPUgCwZ44nFGhJRjfVqv5acj38fO/ixjbchPrnKrz/h95PTdigc3SSNBAUzDGzFD+/8QZ7bbTt2gLPTZGPQk8/pfSiqhCUzA+a/nFhR7pVBt7V2vvX59AsBBWT4Qjl8uxbds2fPfddygpKYFEwlxlqa+vt/YQCP0AXYlwTG1HMJ6mDikSN/xu62FYFfX4Nk0yNLJ3ejgLMTrCC6nX63ScYT53DQ1EXKAbPjh2DYP8XfHkxCi0dMngIuLTMV8AMDPBH25qMVw8LnGBYmP11Bi8+7thQkCuoMjn2AsoFBSe+voSY9/z0wZi0fAQvHAgAwAwcaAPJDIFcqqaMdDfFaX17Yjy7Y4hZrMIjnrzGP55eYpZYxse5onfrt4w+jwnodWnVvaPQgFs9FC+Vgm+jgaA7wCcele7/ZJvul/rEogrLynrKbKRsAiY9obS/fPuHcDl/eztxDbwwKDUFr25ZEGB0Hex+pNtw4YN+PTTT7Fq1Sq8+uqrePnll1FUVIQff/wRr732mrUvT+gnFBUVGdTO39/fugPpx/z764s4klGJ56cNhFxB4cExYRCrFZt/7acrrOedvV6HURFevTVMq9AhkWMwSwmLg0+OQVKoh87z+DzrigoOh4NoP1dsX9Jt1VT9Tf55eQqGb/4Dz0yJxjNTYqw6jv7C6EhvAErR+OvT4zDjg9P0sZHhnnh3YSIdF3e5rFHv355gGeQaZZOyN06H401LnasDHy2dMqz67jLOXa/HtxdK6XZvLUjA4uGhAJSWSk1qWrTrQxuLiK90xpqZ4I9fMqsMPs9B0L9c9k3iizndr9fryZQ/811gxCOG9ekZATx9GfggsXvfqhzALUC77fS3gJQXmfu8bfScpAzzlCIQ7B2ri8Z9+/Zh165dmDVrFjZs2ID77rsPkZGRGDJkCM6ePYuVK1daewiEfoafnx9u3GBf/fX1JUkGjKWmpQuPf5WGtOIGAMoMkgDw8Yl85Lw+g27X1iVjPf/enWdR+ObMPpt0payhHbe/9SfrsWEh7nrPXTIiFKev1SIpVH87a+DjKrJYso9bheQBHnhh+kBEeDtjcIAbDj45BvM/VrrDfbI0mZH10svZ1ELeBEP475/5eOe3XIYbKgBaMAJAS2f3M0ddMALAiwcy8eIBS5RDYCJXUNh2NA/b/8yn9zW0GefB0lefhRajsQQoNrDUT/Jy4/r2CFNaIlurAS5fmeSGjRqNEkSPnQICEtnbWhvGwoj5btMEgq2wumisqqpCQoKy2LWLiwuampRuB7Nnz8arr75q7csT+iGaGVPVueV/rI2gQyKHVKHA8M1/sB7vlCpQXNeGCe+cwAAvJ/jqyQ6aVtyA28L6Zr1KXYIR6Pl+mh7vj9+fHY9QTydLD4tgJZ6cGEW/Tgr1wLePjoJErqAFo5sDH82dMkjlZHJnTVSLUyoXVAD4e80dZve7bk4sNvysP+vwxZIG+Lk5IMjdkbG/pVOKJ766iL/yaxn7DXFBV903tzwNxcAHQ9iPTVmvzFL6vnJOiMAkgGdi7LVLDwvECrW/xcx3bScYASAoufu1+wDbjYNAMBOri8bg4GBUVlYiNDQUUVFR+P3335GUlIR//vmH1LgjGIR63Kurqys6Ozt1tuXxSLyALvKrW7Hu0BVcr2nD2Chv/HCpvMdkERPeOQEAKK5rR7FaRsmHxobhSEYlqm+6gFU26f6b9FVGG+Byy+FwEONnvfqMBOszUuPvrKrPWN3SiYvFDZidGGBwjJpMrsDT36YjLtCNIU4JhqEp4kwhzFu7ZAJFUWi9GQsc8dIvtOEnf/MM8HlcdErlGPSqtnu6oTwxMRIP3x6OisZOBHuY/x76NJqCcdgDwLClytqLqkW4l6uA0nNAqBWzyarHDhrq/mothE7AS5XKMZGYRkIfxuqi8e6778axY8cwcuRIPP3007jvvvuwe/dulJSU4Nlnn7X25Qn9gMLCQvq1VCplTXbj7+8Pb29vYmlUI7+6BZ//XYR9GrUGAeD7tDKT+x0f44N1c+Lg4yrC2ylKa8GmI1mYc7PQdV8ifO0RrX2vzo7Fv24Pt8FoAEg7AMEtPum0Mao41WW7z0OmoHChuB5v38NupZDIFPj2nxIculyBf4oa6P1HMirxdkourm6YBmcRSYqiCUVZz4p7Oq9Wa9+oN4/hRrN2jOP9n57DucKek/GNCPfE1Fg/bDqSjf2PjMJ9u87Sx+YPC8KL0wcBALxcbuGFcEoB3qEnmfv8EoC7/qvdVuAIREy07nhufxbIPmx7wahCSLxRCH0fq/+abdmyhX59zz33IDg4GGfOnEFUVBTmzp1r7csT+hm6RKGrq+stabl+5ptL+DG9AoP8XTFlsB+2/5mPcG9nFNbqKJSswe/PjsfUbaeMuuab85WuRQ+NCadFI9uEzB6RyRV0Xcnqlk5GqEnWxmkQ8ri9X3dSM0nE3Z8Aiff27hgINPybNWFlN63w310oYxWN07adQu6NFr19vZWSg413xVt+kH2cZ75NN6hd7qbpeHRvGk7m6S65oXIvXvfTVex/dBQkMgU++1u50FjfJkFta5fO55MhgvGDe4dibmIgOBwOlo4eABGfaSlaf1ecQe+lv3NX+nLtnQ8e6vVx0HiEAc/nd1s3CQQLcerUKbzzzjtIS0tDZWUlfvjhB8ybN48+vn79enzzzTcoLS2FUChEcnIyNm/ejJEjR9Jturq6sHr1auzfvx8dHR2YPHkyPv74YwQHd2f3bWhowMqVK3HokPJ7NHfuXHz00Udwd3fvrbeqRa8vgY4aNQqjRo3q7csSeqCzsxMcDsfuhZdYLEZHR4eth2ET6tskuNbU/QM4+NUUdEjlAICcqhbkVCknsD0JxnHR3hDwuNjxQDKEfC6dTEUiU4DH5eDnyxWMSd37i4cytv1uxjY6CnmI8XNB3o2+UXcqt6oF094/haWjBmDSIB+s2HOBPhbj52K9NPltdcA7EcB93wIDpzOPSVnu5R8es1/R+Md6ZRxSrJUW/OQy4J9dgJM3EHc3wOt9K115o+7nS1uXDHHrfjO4L+4tOGGVKyjUtXbB101ZnznvRgumbjuFUE8nHF01Hr9kVuKndO1sp/cOD9HaJ+Lz8O7CRJ1x10C3e/Hx1RMBMBN23f/pOdZyHMZw19Agxng0US91c8vCZjmevkV3kpre4hb8/hGsT1tbGxITE/HQQw9hwYIFWsdjYmKwfft2REREoKOjA9u2bcPUqVORn58PHx8fAMAzzzyDn3/+Gd988w28vLzw3HPPYfbs2UhLS6PDrJYsWYKysjKkpChd5x999FEsXboUP//8c++9WQ2s8ousUsWGQKyNtkehUODqVWV9uqSkJLt28fTx8UFVleGpz/sTI7ecAMCDy99F+Ne4SFowsjEizBOvzYmFgMcFhwNE+rj0WHNOeDO9/IwEfzzzrXLf/GFBGODFdKtRt8T1FcEIdCfc+PJsMb48W8w49vuzE6x34XcilP/vXwy81gBw1SyZTaa7CfcqFMUsxv2vo0DICPP6vPyNUiDr4uDDyv/XlgEi+4gbnfzeSdb9a2cMwpu/5rAeu5Xokskx8BX22MCS+naMf/tPLatf0ZZZoChK5++Oj6sI+x8ZhV2nr+Pj+5Pwe9YNrNx/ibUtAIY7sLGC8dkpMdj2h7Iky5hILzx1B3tc6uH/3I5954rx7J2k1A0AoKVSe9+oJ3p/HARCLzBjxgzMmDFD5/ElS5Ywtrdu3Yrdu3cjIyMDkydPRlNTE3bv3o0vv/wSU6Yoa8l+9dVXCAkJwR9//IFp06YhOzsbKSkpOHv2LG2h3LVrF0aPHo3c3FwMHDjQem9QD1YRjepmWn1wOBzI5bonvgQlFEWhsrISbm5ucHFxsXj/6n8DhUJh18lkBAL2VV17FrrmIpMrEPXyr/T2lpQ8bElhFii/f2QoOBzlpMeScTVPTIzUu1jr7iRAY7syxtSeiqGHrVHGKqqXpPBwYr93rm3W/fC3OHtmAivUJtXbb2NvV3refFFmDh0NQFcr4B4C1F5TWhjVSVkDPHxM+VohMz4DYsk5/YJRnR3jgKfTjevfwlAUBYoCqpq1Ez6p7jE20Siwch1Pc2jtkuH9o3m4M9YPi3ee1TjKx8yZhve142QBthggmnW5ifb0/B4d6YXRkUqL4qSBPvT+txYkGD7Im/z+7HhE+rgg8qVftI4N9HfBqecnoVMm15vgKj5IjDfn68gQ2p8oPgO4BgBdLcAPjwPLfgJcfLSa8XeMtsHgCATL0tLSwsjOLxKJzPa+k0gk2LlzJ8RiMRITlWEOaWlpkEqlmDp1Kt0uMDAQ8fHxOHPmDKZNm4bU1FSIxWKGS+uoUaMgFotx5syZ/iUaFQpSyNSS1NTUoLKyEpWVlUhOTu75BDOwtWiUSCS0Cd/NzQ3Z2dmM4xwOB0KhEBKJxEYj7H16smAUvDHTomKNr2YJC/JwRGl9t7ve9TeYM8mXZg7GC98rLXj1bRL46CnL0RvIFRRjMnj6Wg3GRfvgeM4N1LZqT1ifmBhJZ8vsFUpS9Re6VtFQbFvR+FaY/uPlaUzLo/dA4Knz+s+pygR23G78WBoKe26jTlcLsHsqMPIx42vA6SB8rbbAWDpqAFZP6/7hXj01Bu/+zlzMseeyHfE33Ww//Yv98/3pciXuuS3UoL4MEYxsZK6f2nMjDVwdBLhvRCga2yVYPNyw8am4vG4qxI7aCxyRPs4oqGnDqAgvRq3OWxa5FDj1LnByC3P/u1HKGoldrYDo5gJ2yVlwpGohEQ7u7MlvCAQ7JzY2lrG9bt06rF+/3qS+Dh8+jHvvvRft7e0ICAjA0aNH4e3tDUBZilAoFMLDw4Nxjp+fH+1JV1VVxVp33NfX16bediStWx9AX4kJS2PNrHbqKBQKXLqkdDGKjIykA3uzs7Mhk8lQUlICLy8vhhU0LCwMwK1VVuO/f+Zjt45JnQpLW/d4XA7OrLkDcgUFJyEfMX4umJMYiACxA7ga1xqhVpuRb2Mro1xBYeyW44x9S3frFjIiPpfOemhRblwFBE5AVQZ7zCIbDmKgs6l7u/wCMGSh5cemj44GpWXBd7Dx59bmMrcl7cpabKP/DYxbpdynSzCuv/m+sw4BHfXAsGVK6+WHw4BmE9x39y0EqrOAn58Gkh40Oq5JxOeiS6Z/4TPtlSlaFv3HJ0SiuqULEwf6ILOsGdv+yINEbvoCanOnFPWtEhzPqcbhjAp8tny4WYKmoU2CDqkcgQaWtVj9fWaPojG7spnV+mooribGA6qScRmDqryGiuVjwnA06waOrLwdTkI+umRyk8fT7/hsuvIZxEZPi15rivUfJxDslKysLAQFqcUwm2FlnDRpEtLT01FbW4tdu3Zh0aJFOHfuHKsQVKHpps/mgaHPlb83sLpo3Lhxo97jr732mrWH0Kfp7OxETY3uzHHmolAoUFpaSm/3lmisrq6mXxcUFNAWVJmsO4mB5heDe9MCxuVqW4Y6Ozvh6mofcU+W4kJRPV0AWxcZJqzUG4L6xJLD4eCj+4axtlOPd0wrbsCvV6qw4a44uNigzMD4t/80agI7I97f8oNoKgP+z4TaYy8UAhvVkkac2wHMeMty4+oJQ6yfADDiMeD8J+zHpJ2AQJn8BG8EKP8/tkH5TxcvqC2IqCfX4QqBh44AH5hQkLsktfu1yhr6QqHBSTnSXr0Tk987oTcjMJ/lGcTncelMqaqkVBKZAnWtXXj39zwsGRGKhGADP2cAQ9b/ztjef74UT0yMNPh8dSiKwrDXj9Lbg/y1n5VrZgzC/50oQFOHdkkjNm40d2LGB6d7bOfhJMDFV+9ktdb2JppZkdfPjcO6ObH074wqpvuWp7VGt2DsAcrJG/brkE0g6MfV1RVubm4W6cvZ2RlRUVGIiorCqFGjEB0djd27d2Pt2rXw9/eHRCJBQ0MDw9pYXV2NMWOU8wd/f3/cuHFDq9+amhr4+flZZIymYPWZ3Q8//MDYlkqlKCwsBJ/PR2RkJBGNPaBKUKPC0qsMVVVVaGjori/WW6KxspIZOC+Xy7UsiLW12vW2AOWXsa2NmSG0P7pE37Mjtcc2ts7cp34vPrxXOdE4cLEMS0cNwOvzrF9qQKGgcCSzEv/RkxhDFzyWib9ZyCTANgPT7/vGKuODcn9V1ivj8gAOF6B64T5ur1e6cEpagZ2TALmecikqK6BcBoBSxi6OekJ5rqblcPPNH7J/6c50qYU+Icd36H5dnQ00lgKe4UBNLvDt/cr9j/8N+N+8zz6ZAFSms/f1djgweK7S5Tf+HsAtQOdlXUR8nHtpCh0XyzpskX5vh6KbGYy/Tyuja6LuP1+CwjdnGvT8ZsuA/FZKDjokMqyaanwsS6eUeV+pRK2KKYN98fiESDw+IVLv+1ZH06qvzpk1d2DMzePLRodpvefEYDFG3YxRtAazEgJwJFP5G+Mi4ut0g+3PsfBGoVAA+xYABbr/poYge+wMiK2WQNCGoih0dSl/a5OTkyEQCHD06FEsWrQIgHJOfOXKFbz99tsAgNGjR6OpqQnnz5/HiBHKUJVz586hqamJFpa2wOqiUeWCqE5zczOWL1+Ou+++29qX73fI5XLw+Zb7s2mKt66uLjg4OOhobTk0RV5TUxOrBZGNoKAghqUS6D8//r9mVuKJfRcxLtq7x7bqSV56ndSPgd/WKmsKQttq8eXZ4l4RjREsySx64vlpA/H1uRI8N9XCmQ+z9WSNvm0FcOGz7u0nby4IJD/YvW9VNvCedYLbOaVngb2zjTspfHz3a/XSF57hyv9nvgv8slr7vN1T9Pc7YCxQ/Dcw7U397fhqrkH/ewioydZus2MssDpfKbp1CUYV2YeU/zK+BR7/S39bKK346ta+QLED3l2YCD+xQ49xsN9dYHer/eh4PlZOjqa386tbcCSjCo0dEjS1S/HeIqVlddK7J1jP//B4Pj48nm/wd7+lU4rzhfX41xe6LUeBYgd8+uBw1mP51S2I8mV+v7tkcsjkFF3HUp1rm2fQn80fqybgt6tVeGKC0jpatGUWFApKy8XdGqy4PYwWjVc2TLP69fo0CgWw0aPndiOfAM79H3sXEZPxs9syzLR1iQ0CoRdobW1Ffn4+vV1YWIj09HR4enrCy8sLmzdvxty5cxEQEIC6ujp8/PHHKCsrw8KFypATsViMf/3rX3juuefg5eUFT09PrF69GgkJCXQ21cGDB2P69Ol45JFH8MknSu+eRx99FLNnz7ZZEhzARjGNbm5u2LhxI2bPno2lS5faYgh9lqamJnh5WW+FtrOzE2Kx4S5UxtLU1MQak1hY2HOyC2dnZwDs7qmGCk57oV0iQ+xrykQU/m4OWm6Vp69pW1mz1k9B7HojrDjWIOsngCtQCkbgZgbMr20ylG1H87T2rZ8TiyEh7pj/8Rmd5/17UhT+PYk9lb5JyKXA6ywif8hipUABgNnbmKKRDVcNd1lZF1M4mYhQ2gz+3mWGNV7fBLRWK5NZ8HuInxvxiPKfoa6tKh4yUOjz1K7PJhhVvBsF+BmxQFGVaVAzTSv+mbWTDb+GDtKKGxjbd//3DFrU6gouvC0E9+3SzGSqTVO7FGId2YBVZFc2G+Q++veaO3QeW/XdZRx6SmlR/vT0dWw6oufvADDEdJSvC6J8md+z3hCMAJAU6oHHxkcgwse5V67Xp/lRT2mMJ1IBv5vJQVqqtEXjg4cB38GQC8XAL7Z1PyYQeosLFy5g0qRJ9PaqVcq4/QcffBA7duxATk4OvvjiC9TW1sLLywvDhw/H6dOnERfX7Ym0bds28Pl8LFq0CB0dHZg8eTL27NnDmB/v27cPK1eupLOszp07F9u3b++ld8mOzRLhNDY2oqmpqeeGBAZFRUVwcHCgBZSlUY8ptDSqzKimoqvcBgCrlCKxFp1SOS0YAfY0/uo8NiECCUFi62f5/GCoMlNlwkLAxQ8YvxpwVFuBvvwt8MOjBndnzRIcRzIq8cGxa/T23hUjMC7a2zYW54+StPdNehkY/ZTSJTJionLftDeVYnvG27r7uu8bYP+9ytel55jWPhOZceUp/Q2GPwLMerd720V3oD4rmlZUFZPXdSfB+ekp4NKXwNIftNvpQuDUcxsVN64Y3rYXiAt0w9UK7RqB85O6kyxQFMUQjAAMEowA0CGVQ6zHEbCtS2aQYAS0vTTGRHriTEE9ACCjrPs3uifBuOchdmulLeBwOFg704SETrciGd90v753P+AeqrTgA90xygDgrFFq466PgfBxytdSw+JgCYT+wMSJE/WGch08eLDHPhwcHPDRRx/ho48+0tnG09MTX331lUljtBZWF40ffvghY1tVc/DLL7/E9OnTDe7nzTffxMGDB5GTkwNHR0eMGTMGb731lk3NtNZGV9bU+vp6VtHY2dmJ+vp6+Pn5mZxhtKqqipE9ypKo/LlNhU0QODg4ICIioldcas1h1XfpOHixvMd2j02IwIvTBuGj4/nY9kceTr8wCSGeysmz1Fo/zJqlEDL/p/w/dXt3TBsApO1hPb3IYQnCOrWtjYW1bYjyNV/Mt3bJsOLzf/Dq7FjM2a7tVhjt64LxMcwJTcoz4zD9feWk+ZVZg3uc8JpFY4n2vgkvKP8frOYSOvpJ5T99eIR3v+aYmSVYLoVgs4YFdG0ZcGKL8m8LAPN3AUMWmXed259likZnH2DFb4CXWtKWu7Yr/xmDqQsAC3YDB/5l2rk6MLbe4rbFQzF12ym9bZbsOmfyeCR6srumFddjwf91x0MvHTUAzZ1SOAp4GBnhiYvFjfjyrO4Ml0uGh9Ci0Rg8SKmKvodMo3TVwBlAQ1H39v+zd97xUVRrH//NtvTeQwKhJIQailQbiiIg6L32huVV7Nd6veK1oV5Fr157711RQVRENCLSiyQk1DRISCG9923z/jE7s9N3drObTeB8+eTD7syZM2dnzpw5z3kaxVuo1PHGo1HnApOv9mnTCATCwMPnQuNLL70k+K7T6RAXF4frrrsODz30kOZ6Nm3ahDvuuAPTpk2D1WrFww8/jHnz5uHQoUM+07r5G3EQHJa6ujpERETAYrEgIiKC83Fky3srn6PdbkdRURGMRiNiYmK4tBie0tTk/kSEJTk5WfA9LCwM7e3tGD58OIKCtIWQ9wXFte043tqDM0VCCx+7ndYkMPL9lO4+Jx13n5MuKXP5CBtWHtXjxcs8iCrJp7sFKM4GWo4BfzylXM5uB364A5hxMxCfCZTLm31GoQ3NCBfkqrN6KTgRm09OTmAEgOz7zpRsy0wMF1zPz3ceQ1ljF8YlexgZrbcDeO8soMFhEjv5GsZ8lBWw+TwqH8BJE3wt38eOnJjL3bTIaK0Cvr4SqM4Xbp96PRAQBpz3NHDuU4C3TLojeWkZzngAOPsR79Qrx+JXmFQagND8l+XKr5mJLys0Xr2K0fQWrgOGTHEGKupuFmrRXfDetae41Uyl6MGssNfRa8WOo42qdcwfl4j1B5l8XI+cPwarc6twqJrRXp7x/EYAwNikcG7b97fPxt9FZtkmg07iW3zW6HhVoXHOaOdYNiwmGC1dZvxZ6DqCd3y4f3O0EtzAZgU2Pw/E8fy6Z97BLNRYeYu7gZHC45Z8z7w35j3dL80kEAgDC58LjVp81bSwfv16wfePPvoI8fHxyMnJwRln9N2Ea6DR0dGhur+42GmaJycg1tTUIDHRdUqBmJgYNDYKJy9sJNOmpiYuSmlLSwvi4+ORmpqqpfmyuPpNSgwZMkTyW9LT02G1WlVNVn3FoeNtuO6j3Vi+eBzu+DIXAPDFTTNw6iinVueHvCq0dVvQ2GnGy78XK1XFccU0bdd1dgKN/9wwz73fTdNMtMsVKdqPYWEDJOSr+y1O0JVisz0LKVFOk8JtJY0YnRDmkcloZXMXTntuo2qZszPj8cQF2qKVrrnjVPx2sBYLJniYZmOFSPu+V8Zk5MxlwFnaF8JkkQsk0VIBRLrx3L00Vn774lecn73tA3z9z0DResYs15tMuFQomE+9nrkeBWsZ87iOWuDon879GQ7rlRt+YfJljprLTITHXgCYeRFJj+cBI50+KUr8ft8ZKKnrxJzR7pnshgbKv1obOhjNDrsQIscNp6bh/nmjsehVp3npTaePwE2nj5BENmUFRgASgREAVt8mjbIXGWxC6YqF2F/ViowEaRCrAIMOwXoaXTYKxxq7MOnJbEkZliPPLMTIf69DWKAB8WED29rjhIemge2vMv69o3j+t9Ze4LdHgPTzANoGfKlgWTDPsXho42kfTaIF+ZFnM38EAuGkxG8+jX2F9YeMjlaO1tXb2yswiWxvZ8KMW61W35n6aYQ9v1I7Ojs7NfsXsnXwyx87dkxTwByr1So5z549TKS96Ohowb7jx48jJCTE43yIFotFcq7g4GB0dXUpHhMcHIzo6GjF69Tf99Fqs2OhYzLHCowAcPX7u7B4YiJ+2lejenxkkBE2mkZ7jxU/3TELt32xF7XtvVi+KNPlb5HtM11NoIrWgZ54pdN8yG4DVfgzdAU/QXfIDR8yjdDGEFjvyIFu+0vQO3L2zdHlY7M9C9OGOYOiPLX2ED7dXobf7xWmZvg2pxJxYQGYo6CdTX/0N9ntLGvvmIX0+FAuqIaWPhBipPD3SYmaywMAaBqGVyfAPuZCaDEUtYy72Cu+PZLlgJfHw/JwA3TbXoJu20uw3rkX+rV3wz7xctCZi10fD6DrvlIYffmsDJnB/HnbJ/qsx2DkCY0WiwU4YxnzZ6eBiz6C8YXhoBMnwvp/G5znT57G/PHbQ5m4a2MJjtd0r4ZFBWJYVKDb40yQQof5cOtRzEkXvrPmj0vA+oPOfFwPnZcOiqIRaHRW4sk4t/1fZyIuLEDx2DEJIQDssIjScVgsFpyeROPXSvXFntNHxcBus+Lwciban91mhd3mdjMJXoI6sgGGbCaFmeXhBqlp+u53VY+32OyAzQ6qt5ubGFpsNGB33fdczWcIBDEDqc/4MpbHiQZF+zgxX09PD1577TVs3LgRdXV1klQLubm5CkcqQ9M0LrzwQjQ3N2PLFmVn/+XLl+OJJ6SJpd9//33ExrpOaeBPOjo6UFPjFEBSU1NRUVEhW3bYsGGwWq2oqhKaQA4fPtylb2NVVRW6u7thMplgNptVywKMIKkmqCvR29uL9vZ2tLS0CLaPHDkSVVVVEv/NiIgI2Gw2JCQkDJh0Gu0W4JE9nq+zzE+xY0GqsP+bbYCeArTEuDHYuhDSW4fW4DQAQExHAU4rfsbj9pRHn4p9Kddj0b6l3Lb2gCSE9VarHAXsGHE/6iKyJOd/Pf1TpIYCd+8QXqOzk+24YKgdFAX8WU3h+zKmT949zoohIUC3FYgMACx24J+7XF/fRydbEetjpUZSyx5ML31Vsv2HSZ8gwNqKxNa9mFTxkWDfzxPfgVXfd1PpC/dKI50eTL4c446vlGz/YfKn3GeDrRvn77tFtcygg6ZxYZ4zLUlff8uCfbfBZOvEH5kr0B7kG99tln//pUenlRm7EoJo1HZTOC3Bjq21zoc90kTjiak2wTPzyixmAvPffD2quijBNvGzpQZ7jCesKtVhc43yoPTgRCvigwDD4Apa3a9EdJWhyxQLi8H3QdpOLXoasZ2FLsuZ9SEw2aQ5QAHnsxVoacZ5B+4WbCMQTmQaGhpw0003oaKiAikpHlhknUT4XGi86qqrkJ2djUsuuURWAHj88cfdrvOOO+7Azz//jK1bt6reYLGmsaqqCmPHjkVpaanPgr1oxWKxIDs7G+eee66sqeG+ffsEqx/jxo1DY2OjQJB0xcSJE13mdGSF9oSEBNTW1gr2hYeHo61NGgHQZDJh/Hinn0x7eztKS0uRlpaG8HChz5jdbkdeXp7suYODg5GZmSlpCwBMmSITkdKP/GddAT7ZIRPwRIGzRsdixvBoXDQ52TsBImgaxmcYzVzvvP9CN+3/pCvJ4kPix4KqO8R9t81/Hmgshn3GbYC5C4iTCSJF20GV/A7DN1c5NxmDQVmc2mDLP0sZ3zhA0AbLw4wvn5Km8PDyczBGIWXItn+diVP/u0n197AUPyWfqNsbUEXrYfj2GsX97G8EAP2H50JXvVd2X19wdV8F7bkjB1TZFhh+vkd2f89Fn+LXUiiOM4MB9npYL/0cdIb24GlyGF7MANXdBMvN2+T7vxfhPwfXzhyKT3dKxw+2L/PLstv+9tYOHDzeLtj2y4Ea3LVyHwAILBs23X86zvwfs4B611kjccecER6nt7BYLBj7pLJp+K93nUpSWbhA99f70P+2DID3xgVF2mtgfNV1yhnL/UeAgHCH32IPjM85507i54Gq2Ak6IAKI1xaB1tV8hkAQM5D6TFVVFYYPH06ERg343Dz1559/xrp163Dqqad6pb5//OMf+PHHH7F582aXNzcgIAABAU7nfFYAMhgMfu+kLEajUbEtfIEvKCgInZ2dLoVAPocOHVINiGM2m7n6GhsbJXV3dXXJns9ut+PIkSPIzMxETk4Ot72srAxjx44VBKaprq6WrSMqKgqpqamC3x4aGoqenh4EBAT4/f7Y7DRG/nsdslIi8PTfJ7glMOY9di4ivRlJ0GYV5AEM+O1fQLtKey54HRizCJQo0Ide9L8iGbzk7ENngfrbm8Crk7lNxlCepnn0+UAh42fl6p4pCYwAJALj1TOGYuqwKNz3TT4eOG80nv/VuYru076hIjBi9PnCc1+1EvifM5CE19s1/zlg/YOqRYxvqAe80o9ZCJSuUx1nBjyPtwDdzTB4I3G4w37SaNAD7LhEUUCXI0iXj5KThwbKX3u5e8JuGxkXxgmN7LbFk1KQX9WO+vZevHLFJKTFFiEy2IRhceGIDQ1AQ0cv7jl3tE/zIY5OjvRZ3ScMDoER8OF4tfcL4AcX0ZiTJgG3MGOroBVGI/Nc1ewDQuJhDE8SHjfidI+aNKjHGYJfGAh9xp159cmOz6/UkCFDPPaB40PTNP7xj3/g+++/x59//onhw4e7PmgQExkZKTDl1Ov1CA0NRXd3t1v1sCsnciaear6Erujs7JSYGgNSQbW5uVlSBgBGjBgh2Zaeno6amhokJCR43C5vkfHILwCA/MpWLHpNGLXzj/vPxNn/U9aKeVVgBJggBmLYlAkA8M8SIFQ5eqv78PrKgueYCKpKFP4s2RRs0qPL7Llz02WnpODpv08AAFw0hVkY4guNPqGjnkkSL+bKlUyuRGuPVKAIS2D2laqnVnCb+wqYfJnDZgO//psJXuEJF/g3CbDXoCjvCXO9jki0O95g8kYCwH2HgRcdGpVHGwC99ycwxXXagoBlJjrflY8vHguTQYfLeUGyKIrCo4ucgY7un+fUDu15hLfYQ/AfnSLNos0K6L081arYrS4wPtbsOtgVRQFJfYzCTSAQTip87pHwv//9Dw8++CCOHVMO8a2FO+64A59//jm+/PJLhIWFoaamBjU1NW4LUYMFOUFbnHZCC3V1dcjNzYXFYoHNJpx88v0dJ02a5LYgfvz4ccV9TU1NqKurk3VyVjI9NZlMGDp0qEA73N/kV7QgbdnPsNnlrbZLnl6AEXGh2PIvaeTF2SNjsOF+afqHPvHaKcCut9TLeFVghDAfV1QawDNNlQgis3iJ4y2MX+pmmWvjDs9dPFFxX1ZqZJ/qluXQD/ICIwCknwuYgpWFlr7mUpQjPIkRGAHgrH+7d+xDVUw6jVHn9D3/4okMKzACToERYDT6R9Sj9nrCsOhg1f2vXDEJI+JC8NqVTo1+TGgAXrg0C9PSfKP9VGPJKPmFileumNS/DRmM1BcIv9u9GGRjeQTz98G5zm3p85iFJj7ejo5MIBAI6Aeh8ZRTTkFPTw9GjBiBsLAwLpCKuwFV3nrrLbS2tmLOnDlISkri/laulAaHOBHgu5qyQpbBYEB6ujR3nxb27duHvLw8KLmw6vV6REdHu5XfUewDyWKz2VBaWoqKigrZqFQDJbCNHBe+sU1xX8nTC2BwRKxJFU0CP7z+FHy5dCZGxnkx6MHOt4BGF+k6rlnlvfOx6PTALVuApX8AgRHCPHxTlgjLps5wfu5mtMqxoQHIvvcM6D0wkQs26WX7x9xMJuXBS33NTynHN9LAMxw6F0LhaEcuRTdy/rnFqXcDF73PfM5cxNzvef8BblgvLbu8FQgIBU69iylnIHnzPOKzvwEFUg26u/C7//tbpamnRvPSXVw4aQj+uH8O0mVSYPiDU+JorPi7NJ3N9OH9L8AOOsRCoqeWAmKUwk9c/S2z0EQgEAg+xufmqVdeeSWqqqrwzDPP9CkSpo/j9Qw4Kisruc/8axYeHo6xY8eirq4ODQ1CM5jAwEBkZGSgu7tbkMeRT0dHB6fFZM1Lg4PVV8HdRSnwzWDHoBLi9OxML5nU0jSzUm0MAtYvc11+lI9M0pJ42r6gSOCe/YBBJjJoxnnOz3qnWW56QhgOPXkebvs8F38U1AkOKXv2fPxZWIfrP/oLt545Em9vOsLt45ve8fng+mke/QwJdrtwFb6pj3lkp93ITNhSvNQ+MXojMPFSYMIljDkZ4LznMenORYU79/jm/CcrX1/FCOF94LMbZ+Dur/fi6b9PwC2f5Qj2jYgNwbq7PfMb6y8umTIEV0wfhuEPreO2BRp8oFk/0WgsEX73Vh6SN2ep7w+OAboagVP+zzvnIxAIBBE+Fxq3b9+OHTt2ICuL2M57i6CgIAwbNkwiNI4bx6wMqzkVFxUVcdpEVmjUiUxZAgICBFFntTBlyhRN6VP8HbVWDbWFifvPzVDc5xEddcALDq3x5Gvkk8W74tFG77ZJDb62kQ9fm9VcBlg6ubIBBj0+vH4aDh5vxfmvMn6hQyIZwXPO6HiUPXs+aJoWCI1/n+zD/lF3GPjgPODUfwBnPMBse3WScz+lA2g7cM5y4LR7tdWp0wNjpLkSvY7cYts/9gDtNcwCQ2CEdD/Br5w6KhZ/PXyO7ELpQwvHeKSJ72/EbQ8OIEKjS3aK3Am8ZZ5af1h9/9KNQOE6YIqK5QSBQCD0AZ8LjZmZmSes36GvqK+v11SOoihO0OGnwHCFxWKB0WjkhEZxLsfAwEBZoTE8PBx2ux0dHcKgDjqdzqUGOSkpCXq9HvHx8Zrb2Z/Ut/di/svSgCaPLRqL8CAjFmcpm/+cnu5mzs/qfcA7PC2DRoHRsuw4jM/y/Fq9HVyhr7x/tvPznXuAWEYo5pvhfXebcLWc328unZoiSGjeJ9qqAXMnEMvzVdz4DBMI5Y//MH+hicJjHqljhMbBZNYZlui6DMHJWQ8DG5/ut9MpjYvnjvV/sC+tXD87DR9vL8PkoZEIIJpG14w4S6ht7GwAirOBoTOBqGGe1dnb7rpM1DBg5m2e1U8gEAga8Pms89lnn8X999+Pp59+GhMmTJBowcR5/QhAebkznUJqaqpiuYkTJ6K0tBSxsbFuBY/Zt28fpk6diqYmJsx8a6vQDCs8PBytra0CjWNoaCjnT3n48GFB5NXJkyfDFfHx8QM6rPG0p6XpID6/cQZOcyEQ6mBHQpBKdFGW5W5ogk6/H9jyP+Zz4gRg/CVAwniB+eeA5/VTOPM+g16HVbfNgs0OJEVITVzHDwnHgao2PLRQW04wl/zxH2Dz88zn+w4D4Q5BW+yf2MHLeXrBaz6JmkkYYAzh+WzPeQj4c4Vy2dZKIMI7ObseXjgGT69jNEU/3XmaV+rsLx45fwz+NnkIxieTd7U2RBYrb/BM1z01ee5UWEi+4kvP6iMQCAQP8Pksfv58Jhnz3LlzBdtpmgZFUZKIngQhcXHKkTG1BMZJTExETU2N7D42b6WY+Ph4hIaGIjAwEHv37uXOxZKZmYm2tjaUlJQgKUmbA76vBUabnUZ9ey8SIwLdPrawRriKe+Npw/Hg/EyYDAo+jE1HgR/+gSG4FE8bP8QZxQeBzkIgREHA7NUWbh+PNTkFm7mPMf6NfE2FTCTawcLUYcoBNH644zR0W2wIDfBCH8n7yikwAkxkzOvXAR8vVD7mhvXAMBf+QoQTgxFnAeMvZhZhTr0H6KgF9nzI7Lv2B2DobOA/jjG3p9VrQmNKlHOxZEiUjG/wAMag12GSL6IWn6gUrHNdxl3YRUSW6bcANrMzEBeBQCD0Az4XGjdu9H748hMZsV+dp4GDxo4di66uLsTExMgKjTk5OTJHOWGD4+h0OtjtdkRGRgraFBER4VakVV/QY7GhvceKQKMOE5b/BgC4eEoK/udmhM1jjZ3c543/nIPhsSHKhe02LtH9tkBH/kYawPMjgQfLgFVLgZJst84PgJnIijVhMve+OP58pNf9DMxxMxXDAEavo7wjMG59Gfj9cel2NYERIALjyYROB1zyofP7opcAcxdj/jf8TOEzZ3B/AUqJ2DCnJYj9JAvqdtLRrpyKikmZ4aa2sb1G6MIw+y5g3lOetY1AIBD6gM+FxjPP9HLeuhOclpYWr9QTFBSEoCBmRZsV/JSIjVU2wRw/fjw6OzsFQqO7+ErLmPkok3bgb5Ocfn71He4F8KFpGjfzIhuqCoxtx4U53cQ8l+b6hBe9B1TnM9rK+SuATy9k/O8uek9Tew8NuRxpN30Mo2kQmKp21Hs/h6QctQeBt2Z7duxjzd5tC2HwcdE7wu9BUUz6GJv3NPuZiU6/3oggYgZ9wqKlz1jNgEHD+H3oR+DHfwBn/ku4nQiMBALBT/hcaNy8WRpchM8ZZ5zh6yYMKioqKrjPQ4cqRKx0k9GjR6OqqgpDhgzB4cPSCGwREcr+dkaj0SOBcerUqeju7kZbW5tXgt+UNXQiMSKQC5TyV1kTt29NnnNlNzbE9cu4qLYd1a09GJMUhulPb9DWgC8vB4pkcuO5w+WfM5E2+UnXb98F6Ayu8wHyGWh5Ls9cBmx6lvk841Zg19vM565G3wuN7viKiplwKUmCTZCicwh1nfXA/gNA5vlMhNo+EBZoxKrbZkNHAUaV1D2EQY6WgDXWbtdCo80KfOPIifvriWNVQiAQBjc+FxrnzJkj2cY3uSQ+jU5omoaF57em5s/oDsHBwaq+j+LoqZ4yevRoFBYWckImZTChSx8KiqJQVNuOrcUNWDJrmFuTJrPVjoxHfuG+lz17PgBh4mw+Vru66VdhTTvOk4mSKqGrCfjvcObznH+7JzAufAGYdhMTidOVMGj0ngmc3zj1bqfQmDLNKTTa3NP6us3eL6TbTGHApCuB3e+6Pj4oyvttIgx+2IBIX17OpJCZdhNw/v/Uj+FjNTsWgoTj3NRhpL+d8DQecV2muwXY/y3w8/3ArduARFHk82eGAGaNfvAEAoHQj/hcaGxuFpp/WSwW7N27F48++iiefrr/Qp8PdHp7e3Hw4EG/nDssLMx1IQ2EhoZyfo7dZhvGPCYVtNbuO47Vt5/qsq61+47jzi/3SrbvPNqImSNiAMhLjTWtPeix2PDhtlJUNnfjtjNHIjU6GJuL6nHth7tVz3ntLEc49PZa4H+8vIx/PiMseO9B4KVxyhWdciOjDaROkvD0/BQVcZnOzx+dD/yzCDAFe/+cf73PTLpY/v4uMPIsINSh1VYTGv/+DpD3BRM9k0AQo3O8Fi0OX+e/3tcmNLZUAHYLkws0eRJw9bc+ayJhgKKUBmnef4DfHmE+//YIcPhH5vPbpzI+jofXAiuvBqbfTARGAoEwYPG50Chn+njuueciICAA9957r8uALCcLtbW1qsnlBwNmqx1vbCzB74drcfC4fGTW3PIWxeN7LDbsONqIp9YewtH6Ttkyd3+9F3/+8yzc9Mlfsvt3lzVxvo4A8OWucvx812kuBcbU6CA8ccE44Ic7gb2fKRdkI5z+36/Ah+dJ96dMP/lMHnV64K69jElVHE/YNrcDzyR5HmaeZfvrwG8PAzGjhPnPWGJHA1mXC7dd8Drw453y9WVdwfwRCHK0HNNWztINPK2QJ7P4N8Z0+q48IHq415pGGODYrMz/EUOBVmfqLBh5C2eswMjCN7F3ZSFxmcq7iUAgEHyM3xLnxcXFobCw0F+nHzDQNI3u7m6Jma63TFPFpKeno7i42Ov1HjrehoWvbtFUtrK5CylRUu3TxW9tVxQ2WWrbevHS70Vo7tIepOL8V7eq7s9MDMP6exy+taoCY7NTIBw6U7jvlBuBGbcAMeopUE5Yokco71v/b+C8p933xfxoIZB2utP0VU5gBIA7dkm3TVkCDD8dKPoNmL4UeCLSvXMTCHLY7cD3NwNxo5l8oK7Y+hJwwau+b9eJSNk24HguMOM2ZQ3eQOO7G5j/+QIjwETd9gZjL/BOPQQCgeABPh+J9+3bJ/hO0zSqq6vx7LPPIivLvdQIJyLHjh2TzZdYX1/vtUA4fMLDw7kgNZWVlRgxQmWy7wKapnHey5tRVKtsThMXFoD6dqFv22nPbcRLl2dhwfgkBBr1sNtplNR3KAqMmYlhKODlUnx381EAQADMCEM3GuBeMJQrp6fiq93OgEPvX3eKtgPVNIiLXnSrDScVO99g/pa3MpOnJ6OZJOtL/5Av31ACvO5I53Jsm3K9k5cAp92rLIxGpQEzbmY+T78F2P0OcNp9Hv8MAgHr7mf80bTCN90maGfbq0D2o8zn3x7pu7WCN6krANoqgVHnSPe1Ot8rmHyNM1VG5vnALw+4d54L32Ryhf7qMKMPUs51SyAQCP2Bz4XGSZMmgaIoienlzJkz8eGHHyocdfLQ1NQkm5LCW36GSgQFBakGx1HijY0leP5XdQ3x0WcWQqejgKJfgS8vxlzqeYyjjuEK/R+43XI3WhCGe1fm496V+dhw/5mY+79NinWVPXs+0NuB/a9dho+aJmC1nY22S6Mw8HoAwOyeV0GBxnn6PfjQNh9K/o5sfXY7LRAaE8MDGQ3Cz/cq/6gL31T9zQQN8FOWVOUwvmITLwd62oCIIQBNA2vvAXI+Vq/njr+EZrBaWPAcowlW04gSCEo0lzFRVffIvLPuPcjkdHx+pHSfjqTX0AxNA+U7gY/mS/d1NQHBGoSmzy4CjmwArvsJGO6jyOxvzmD+v2UzkKSy8H36/U6hMWKIep2UHqB52sjwIcDkq4FSnvXOvQc8ay+BQCB4CZ87X5WWluLo0aMoLS1FaWkpjh07hq6uLmzfvh2ZmZmuKzhJCQgYOCvUNE3j1Q3FSFv2s6rAeMnUFJQ9cSZ0jUXArw8DXzKpJTYEPIBXTa9jtv4Q8gJvERyjJDDGoxlFNxgZf48VQzChYxteNL0NExiz1Jk6Z+qQD0wvYFvg3XjM+BneNL7i8vfoeKFXbzlzBAx6HfBklLywcvsuYOlGYNJVyhXGkX4s4NS75beLc1z+fD+wIgV4aSyTwPrj810LjAAQ4MGCCkUBMSMHXroSwsBDTth4JYvpp2Iu+xSISAFCFHLdkv6mjeN7GRNyOYERAP5c4bqOzgZGYASATxZ7rWkAgNLNzLuI73949E/n59pDwFMil5LoEcD9RcAjdcz3KdfJ150xH3i4RrTR0W+Gnw5c/AEjoJpUcggTCIR+Y/PmzVi8eDGSk5NBURTWrFnD7bNYLHjwwQcxYcIEhISEIDk5Gddeey2OHz8uqKOmpgZLlixBYmIiQkJCMGXKFHz33XeCMs3NzViyZAkiIiIQERGBJUuWeC2Xu6f4XNM4bNgwX5/ihCQ5Odl1oX7AYrMj/eFfFPefnRmPd5ZMZdJo5HwMrPB8dZeCHaOo45itO4gnjJ8AX0nLPGj4Gk9Zl6Cbdua5GqNz+o9kUJWK9T91oTPi6Wc3TkdZQyeWzEpjktDL8e9qbZE/Eye6LnMycfZjwDbXwruA/43WXjY8yb26CQR3uHoVY0qotoDxz2JnpF6Wa38APr1QuM1m9nrzTjjsduDdOdLtj7c4fZGNGsZhOU2vN1DKBZv9GDD1eiAwAnhrlnDfxR8w/4clOLcliFJrsFz2mTRvYzrP9HXCJW41l0Ag+JbOzk5kZWXhhhtuwMUXXyzY19XVhdzcXDz66KPIyspCc3Mz7rnnHlxwwQXYs2cPV27JkiVobW3Fjz/+iNjYWHz55Ze4/PLLsWfPHkyePBkAcNVVV6GyshLr1zPBHW+++WYsWbIEP/30U//9WBE+Exr/+OMP3Hnnndi5cyfCw8MF+1pbWzF79my8/fbbOP30033VhEGN0TgwzJoe/n6/4Pv1s9Ow/AJeuglzF/CUe/nHrtX/ik9t0sijrxtfxfl69SinNxp+wVPWJRirk49wmE8rmx/+friOERIBnJ4eh9PTHSvDlbxIrAtfALKuBAJC1X8EH/Hk8WRHb2CCBn2ySN0nUQljMPBQJROVtXIPkDyF0QQTCP2BwQQsfkVdaNTLjM8j5jBRlSOHMQG1Nj5NhEYt0KIgMUlZjGYNcJptpkxj/KEbioHYDKCnRWiuapMJjFZf5L4Zu5hSF8HdirOBVTdKt0elSbcp+beKBUYAmH2Xy6YRCAT/sGDBAixYsEB2X0REBLKzswXbXnvtNUyfPh3l5eVcrJIdO3bgrbfewvTp0wEAjzzyCF566SXk5uZi8uTJOHz4MNavX4+dO3dixgzGJP69997DrFmzUFhYiNGj3Vho9yI+M099+eWXsXTpUonACDAX9ZZbbsGLL5LgIQOdb/Y4NXdlz56P5fNSgS3/c5rqPCOj9bnxd2a1/vwXgVP+T7L7SeMn+ND4Xwynqh1baCwe0ulSYGSZq8vBCuMHsvuMYCYgR55ZKNn3yhWT5Cvc/F/n5+lLtQuMV3wFjPs7cIabAQ5OBnQ64NofgdHnu3/ssnJGYASAlFOEAYhOltyXBP/zYJnyPiXN19CZjCacFSrNXV5v1gnD5ueZd0jRr8LtrMAIOM17V14NrF/G+BM+GQX8dzhQsM5ZTi5VxRvT+t7GHW+o75cTGAH5/iGO/nx/kbCPhfP8HmN8pDUlEAiKtLe3o62tjfvr7e11fZAGWltbQVEUIiMjuW2nnXYaVq5ciaamJtjtdnz99dfo7e3FnDlzADBCZUREBCcwAkwsmIiICGzfvt0r7fIEn2ka8/Pz8dxzzynunzdvHl544QVfnZ7gZU6hCoDlKn59LNNvAVJ5L+vOBtngEWfr83C2Pg/n9v4X2QH/AhoV6rt5ExA5lJkkOPjApJxoOxpMBFa9TuhLVLpiISh2AnLwe6A6H5j1D+D5PgRGyVzI/BHk0RuAK78ECn8BvuLlRcxcBBSsVTlORcs+4VLvtY9AUCNIpN1OmcYsEIXEuo6KWr6T+X//NwBtBw44fFUGUhRQf8OmLFl5tXPbtaIchnar87NYMPz6SmaB0hQMbPovfMKouUCRsnuGInJuDeJxjW+6CgBjLwR2vgmEKuT+JBAIPmXsWKHf+uOPP47ly5f3qc6enh4sW7YMV111lUCJtnLlSlx++eWIiYmBwWBAcHAwvv/+e4wcySwY1dTUID5easUWHx+PmhqxD3T/4TOhsba2VtXE0mAwoL5ewZfsJCIsLAzd3d0AgKioKDQ3N/ssR6Mn6GHDkcAl6oVm3wWc+6R80IeQWMY35fhexgekTGjukx3wL+V6/5HrXHGd/yyz0uyC0/QHEWdpBl6dgmWGMXjfej6euvosRmDsbGAmHpscixlbX3JZH8ELjDzb+fm0e4FzlgMVfwEfnCO9r/Oelq/j4g+Y0PsLfTQ5JBBccdPv2ssWrXd+PsALbmDpBoxB2uro7QC6m4CIVMDc4VkAKK00lABNR4CM8+RNPfuLEWe6V/4DmbQX3sLSzUR8BoCxfwMOrdF+rFEmaA3//t17ULr/rIeZoEqZi9xpJYFA8BKHDh3CkCFOjX9fA1JaLBZcccUVsNvtePNNYQT+Rx55BM3Nzfj9998RGxuLNWvW4NJLL8WWLVswYcIEAHAqOnjQNC27vb/wmdA4ZMgQ7N+/H6NGjZLdv2/fPiQlkYAWbCqSYcOGITY2Ft3d3QgMDPRzqximP/07njLIhJi/Kw+IHi7drgRFAUOmMBEy3YFvohM/RrmciL8C7wCagFsNR3CrYS0wtlE5mAEfEtDGNxgCmIWF1gpg7uPMttRpjNaFpoVC45Rr5euYcAkJCEEY/JRsAMZoFApWOCYvSVlMbsA7dno3ZYzYAsCBEcCFACwLG7x3LjGiFFxe5apvmMjdehlfQS10NQksWwAAtSIhzxAEWLuV65CNdMqb6EWkSHcHhAKz7tDcTAKB4F3CwsJkXeo8wWKx4LLLLkNpaSn++OMPQb1HjhzB66+/jgMHDmDcOCZGSFZWFrZs2YI33ngDb7/9NhITE1FbWyupt76+HgkJCZLt/YXPfBoXLlyIxx57DD09PZJ93d3dePzxx7FoEVlRs9vtAMDlagwKCvLbKoLdTqOmtQfljV1IW/Yz6tp7cZVho7PA8lbmzx2BkY/WF+L5/wPuPSTcRvWhq665TVu5G3/z/BwEdeY9BVz6sVQbzf8+ZjEQ6J0Bm0DwKqep5HCVQy7xOwBU7RF+bykHdr8HHPoRyPuSVy7H+bk6H7D1Arvfd68NYuw2oRZRRmDkQxX83Lfz8elpBep56ZrEQpk3aXf4yisFIfrrfWn6DADY9w3w9dXybWutEH5XExgBeW1y+jzmf2J+SiCc0LACY3FxMX7//XfExMQI9nd1Mb7uOp1wXqvX6zmZYNasWWhtbcXu3c5YH7t27eICifoLn2kaH3nkEaxevRoZGRm48847MXr0aFAUhcOHD+ONN96AzWbDww8/7KvTDwqam5vR1dUFg8HgV3Uzy4h/r3NdqC+wL005YkYxgQJu3QokTpDuD1TQFBpDgPRz1U2H9n+j3q6YdOAfe9TLEHxHcCzQ1QDMV/aBJhD8wt/eYnL0neXmu2rBf4HXpki3i60ZXhaNdUNnAq1VTORhMTvfAJrLGD9hd6Fp4ElHtNHZdzFCnAsMq64DJnjgg7nhKWDLC8DcxxjfzmLeYtzSP4CvrgK6m6XHyb0flrcyvo+bn3fRWIfm75wnAIt0oRqb/stEs53zkDDnY0sF0NsG1B0GVi9Vrt8qU6cacu/zhLGMywWJtk0gDGo6OjpQUuIMbFVaWoq8vDxER0cjOTkZl1xyCXJzc7F27VrYbDbOBzE6OhomkwmZmZkYNWoUbrnlFrzwwguIiYnBmjVrkJ2djbVrmXgPY8aMwfz587F06VK88847AJiUG4sWLfJb5FTAh0JjQkICtm/fjttuuw0PPfQQZ4ZJURTOO+88vPnmm35VsfoTm82GAwcOoLHRGf1FvOLQXzR1mtHSZcaQKOnKaAB4K7Up0/t+soghjOlQQLg0ifN5K4AMFaEyRMHPc/jpwGWfAO+fI0ydocS8pxmh9NMLnNuWfO/6OILvuGc/M4kl+RcJA41JVzF/7qIUKIev6XOsKAvY5iLVR+HPDi2Zm8KchRfFdfur8mVu2cIEqNrkweJNdT7wjihH74YnpeXeO1u6bXkrc12UAmBNv0VdaFzeCljNjEAdlwG01wLrH2T2NRQDplBGYASEAiMAvKyQO1HM394C9q0Ejv7JCN3ia6gPAM55HPj13+r1kKioBMKgZ8+ePTjrrLO47/fddx8A4LrrrsPy5cvx449MQK9JkyYJjtu4cSPmzJkDo9GIdevWYdmyZVi8eDE6OjowatQofPLJJ1i40Blc8YsvvsBdd92FefOYufEFF1yA119/3ce/Th2fCY0A46e3bt06NDc3o6SkBDRNIz09HVFRJ3fONZ1OB7NZaDrjD01jj8WGKU9ly+776LpTcNZKXo6rSm3pMFyS4cjPmD5PuAKtZM7FEp4sv50NOJF2mjahcfadzARDS92E/sEULB9tkEAYrChZRth4IdxfkPH3VxMY+XQ1CfMUKpG/Evj+Ztfl7twDxKYDSRM9ExrFAqO7qEVMDo0Drv8Z2PgMs+i4+b+McM3HYHLmZAzmmYL98i/gyB99a9ujjUwk6LF/A2r2MQuofKFx/MXA399hfsO4vwvPTyAQTjjmzJnDKcLkUNvHkp6ejlWrVqmWiY6Oxueff+52+3yJT4VGlqioKEyb5oWcSScIFEVJhER/CI37KoWr1ZOoEqwJeIz5slJUOEM+kanHLHoZeMkR3jjtdGEuPncYeyHzv1LeND5szkh+MuXzVjhzAhIIBII3UIp0emw7E+yppQLoUsozpAEt5pLZjwPbXnZd7upVjMAoR2+7etTW1bcItZju8lCVtnJppwE3ONwnpt/iFBpn3Cotq+dNa/oqMPLrMwUz5sNiFr/iFHrJAiSBQDiB8Y9NJEHTSoSvWfmX0LmfExjluOA17548YgjwcC1wzSppbi4l7tnP/D/6fGDxq8DwM4ELHKp6ceCBaDkzIJ5gfmM2cNF7wKzb3W46gUAguCRIRhN4zJGU2aVZJOVc5JLDldBYd1ibwAgA6SpWHr+opDnK+xLY9zVwWMP4zY7dYgJCXR8rJmII465A6YEFHmhFs64Eblgvv+/v7zg/X7kS+GeJfDk2pUZ4im9ToRAIBMIAol80jQTX+EPT2N1rRlkg46+Ta5dPjYLIocBd+Z5rAtUwBro2SxW3he/LM/U65+dYkWPwP3KAJyKF2/hpO1KnM38EAoHgC7qbnJ+zrgLyvwQmXg58slj9uH+VMqanr/Osc65bC1TsAv54ivn+/jmMpvLCNxlfYKNDC1ZXALw5Q1jfDb8AOgNw8HvmmPoCxgdRATo2A1RDEfMl73Pgb2/IF1SLSn31d8AXjhQ5KdOZsdubPKAgzLli8SvA1OuV94cP0eYvescuxv9zsoscxgQCgXACQYRGPyEWEvsrEA5N03hw1T6kxYag5tBWwBGvYYqO9xK+5wCTR2oARHTVjHjFWtz2sGRgukp0PAKBQPAVrP9hVQ4TjZVlwX+BGbcI0z+wZfnBdIafzvyxQiNr2vqDC0uJkWcDwxzh2dlFsoq/gA+UF+vsk66B/ncZq5P93wGrblQ/3/U/A4GRQOJ4JoXO4Z+YQGUAMP9ZJifrNauBvZ8BQ/s5bPzSP4AhU6XbL3iNCcRTX8iYwWohMhWYqTGVE4FAIJwgEKHRT8iZp9a29WD5jwfx7EUTERGsEhhAgXc2HcGKXwoAAMEmPXYsm4vDNW2YMTwafxbVY/3+GnSYrfh5H5PHarZOIY9VZKrb5/Y7fF+SMJFfyfAzges0msASCASCt2HH+yMbhNtn3KJ8TF9y07JcIZOeI3UacPEHjAA4+y7Jbvvka+WFRlcCIyAUui4XBXCYeZtT0Bo113Vd3kYsMN6yBag9wJirDqYFUgKBQPATRGj0M7nlLfhP9jEYo2u4bb8cqIFJr8OG+89EarTrAC9NnWaszq3kBEYA6DLbkPWkerL6cVSZZButN2FQvj6j0piw6NX7gDMeYLZd8BqzejzvP35tGoFAOMnhm6pqpa9Co5qZ5YRLmD85TDyrjcBIRjtaoSEy9TXqkQD7lek3A7vfdX5/VCboUNJE5o9AIBAImiCBcPzI1hod3lm3AzfF5GEaVYD7Dd+gLPAqPG94G2abHaf/d6PLOqpbuzHlqWz85+fDAAAdZHJ/ibhB/wvO1OXjYaN0Fdpy9hPu/5CBwqSrgAXPAiGOkOdTrgXOe5qsIhMIBP+illKCT3iK8zMlE9X5kg+dn/m5c8ddJCx36t3a2yZDYaIjKnVPC5Nbkc17qEbIAEpaP+Ey5+flrcKIqgQCgUDwCDKS+gm7nUZs4y48YlyLySYddDzB5lLDZlxq2IxrzQ/iv+tH4l/zMxXrmbXCGVL8F9ODGKNzRkRd0LsCF+m34Hnr5ZilO4RHRx3F70d7cKvhJ8X6TBluBKYhEAgEgjxLvge++z8m+Mo316qXTZ3BBLqZxouYuugl4ONFwBxeBNNxFwEF64CWcibAzWd/A0LjGXPTg6uZMvcVMMFx+oAdGtMQpUxz5scNie3TOb1KyimMxUmMQoA3AoFAILgNERr9RF5FM241rAUARXPQT03PIe3PLInQSNM0mrssmPJUNgBgnu4vvGt6SXL8LwEPAQCWGhz5rcqBUXJ3/KyHgY1PM5+NgW7/FgKBQCCIGHk2EwlVydLhovedn6/+jhG+hp/p3JY0EXiwTBi5mqKASz5wfr9+rfPzA0eA3rY+C4wAEN9+QFvBG7OBN2cxCe3D+n5er0FRwNmP+LsVBAKBcEJBhEY/obc582yppdt4z/gClnwQi89unIH2HgsmLBf6Kd6uX4N/Gb/pW2PSTnd+NnmQN4tAIBAIUpTG9ll3AhMvdX4PDJcPDuNOVO2QWK9p+2I6i9QLzLgNmHAp8/tu38FsI24ABAKBcEJDfBr9hMHuIjmzg3P1udhS3ACbnca9K4W5tQJglhcY+QmK+Vzwmvz2lFMYYdEUBgRGyJchEAgEgmdEjxB+P/cp/7TDG9yxm/EdT3FEI6UoIjASCATCSQDRNPqJyCDepb/iSyB1JrD6JmD8xcCYC4BnnWkvHjd8govfikReRQv2BNyKWKpNvtIRc4DLv2ByFg6bDRzfC4y9UFiGpoGfeGHWKT0TpOGfRcxnnUZfFgKBQCBoY9YdwM/3M59vWO+eBtEPVIdPRlLbXvmdcaP7tzEEAoFAGBAM7DfXCQxl6QIANOsigczzmYifS74HJl8DBIZjZ+ZDXNkbDL8ir6IZ1+izlQXGqdcD1/7gTHIfOVQqMALA1OuAx5qAfx9nfGoeqWO2m0KIPyOBQCD4An5k0dgM/7VDI3uHLfV3EwgEAoEwwCBCo5+gzJ0AgF4qQHb/zIIVgu/n6HLxH+NH8pX9s4SJ0KcVnZ4REideSkKREwgEgq8JTXB+pl2nRfI3FkMoLA/VADNuFe74v1/90yACgUAg+J1BJzS++eabGD58OAIDAzF16lRs2bLF303yiKw9TN6rRFut7H560cuC7++b/ics8HAtk39qeSsQGueLJhIIBALBGySMdX4OivRbM9xCZwAWPCfcFjXcP20hEAgEgt8ZVELjypUrcc899+Dhhx/G3r17cfrpp2PBggUoLy/3d9O8DjVkqvLO1JnElJRAIBAGCwFhwC1bgFu3Mj7kg5XB3HYCgUAg9IlBZZv44osv4sYbb8RNN90EAHj55Zfx66+/4q233sKKFSsk5Xt7e9Hb28t9b29vBwBYrVZYLJb+abQCNO+zbFtiMqH0erZcsRLwc/sJ/Q/bT/zddwmDB9JnBhCxY5j/B/i9EPcZfcoM6Cp3MdsMIQO+/YT+h4wzBHcZSH3GarX6uwmDBoqmadp1Mf9jNpsRHByMb7/9Fn//+9+57XfffTfy8vKwadMmyTHLly/HE088Idn+/vvvIzbWO/msPMHc2YKpu+5EczeNv4Zcj6RJ58qWo2gbLsi7QbBt/fjX0GskaTEIBAKB4HtMljakNm1FZfRs9Boj/d0cAoFA8CoNDQ246aabUFFRgZSUFH83Z0AzaDSNDQ0NsNlsSEhIEGxPSEhATU2N7DEPPfQQ7rvvPu57VVUVxo4di7lz52LIkCE+ba8a3R1t2NhdgyMHdmHGOVdi+vTpyoXzhF/nLr6U8TUhnHRYLBZkZ2fj3HPPhdFIzMQIriF9huAu8n3mCpBEGwQlyDhDcJeB1Geqqqr8ev7BxKCTPihREmGapiXbWAICAhAQ4IxO2tbGpKswGAx+7aTGqBhknvY3lLQYXLfl1HuAbS87jw0I8nn7CAMbo9Ho90GWMLggfYbgLqTPENyF9BmCuwyEPmMwDDpRyG8MmkA4sbGx0Ov1Eq1iXV2dRPs4GNDcSec+DujIIEwgEAgEAoFAIBD8w6ARGk0mE6ZOnYrs7GzB9uzsbMyePdtPrfKc5ORkhISEYPhwFyHMdTrgwVIgYwFw0Xv90zgCgUAgEAgEAoFAcDCodLL33XcflixZglNOOQWzZs3Cu+++i/Lyctx6662uDx5gGAwGJCUlISoqynXhgDDgqq993ygCgUAgEAgEAoFAEDGohMbLL78cjY2NePLJJ1FdXY3x48dj3bp1GDZsmL+bRiAQCAQCgUAgEAgnJINKaASA22+/Hbfffru/m0EgEAgEAoFAIBAIJwWDxqeRQCAQCAQCgUAgEPzF5s2bsXjxYiQnJ4OiKKxZs4bbZ7FY8OCDD2LChAkICQlBcnIyrr32Whw/flxSz44dO3D22WcjJCQEkZGRmDNnDrq7u7n9zc3NWLJkCSIiIhAREYElS5agpaWlH36hMkRoJBAIBAKBQCAQCAQXdHZ2IisrC6+//rpkX1dXF3Jzc/Hoo48iNzcXq1evRlFRES644AJBuR07dmD+/PmYN28edu/ejb/++gt33nkndDqnWHbVVVchLy8P69evx/r165GXl4clS5b4/PepMejMUwkEAoFAIBAIBAKhv1mwYAEWLFgguy8iIkKS5eG1117D9OnTUV5ejqFDhwIA7r33Xtx1111YtmwZVy49PZ37fPjwYaxfvx47d+7EjBkzAADvvfceZs2ahcLCQowePdrbP0sTRNNIIBAIBAKBQCAQTlra29vR1tbG/fX29nql3tbWVlAUhcjISABMfvldu3YhPj4es2fPRkJCAs4880xs3bqVO2bHjh2IiIjgBEYAmDlzJiIiIrB9+3avtMsTiNBIIBAIBAKBQCAQTlrGjh3L+Q9GRERgxYoVfa6zp6cHy5Ytw1VXXYXw8HAAwNGjRwEAy5cvx9KlS7F+/XpMmTIFc+fORXFxMQCgpqYG8fHxkvri4+NRU1PT53Z5ykllnmo2mwEAubm5qK6u9mtbrFYrioqKEB8fD4PhpLoNBA8hfYbgLqTPENyF9BmCu5A+Q3CXgdRnWHkgLy8Pw4cP57YHBAT0qV6LxYIrrrgCdrsdb775JrfdbrcDAG655RbccMMNAIDJkydjw4YN+PDDDzlhlaIoSZ00Tctu7y9Oqqd78+bNAIALL7zQzy0hEAgEAoFAIBAIA4G9e/ciKyvLK3VZLBZcdtllKC0txR9//MFpGQEgKSkJAKPZ5DNmzBiUl5cDABITE1FbWyupt76+HgkJCV5poyecVELjmWeeCQDYsGEDd9P8hdVqxaZNm3DmmWf6fZWFMDggfYbgLqTPENyF9BmCu5A+Q3CXgdRnqqurMXfuXE5G6CuswFhcXIyNGzciJiZGsD8tLQ3JyckoLCwUbC8qKuIC7MyaNQutra3YvXs3pk+fDgDYtWsXWltbMXv2bK+00xNOqqfbaDQCADIyMpCSkuLXtlgsFhw9ehSZmZlcuwgENUifIbgL6TMEdyF9huAupM8Q3GUg9ZmwsDAA0NyOjo4OlJSUcN9LS0uRl5eH6OhoJCcn45JLLkFubi7Wrl0Lm83G+SBGR0fDZDKBoig88MADePzxx5GVlYVJkybhk08+QUFBAb777jsAjNZx/vz5WLp0Kd555x0AwM0334xFixb5LXIqcJIJjQQCgUAgEAgEAoHgCXv27MFZZ53Ffb/vvvsAANdddx2WL1+OH3/8EQAwadIkwXEbN27EnDlzAAD33HMPenp6cO+996KpqQlZWVnIzs7GyJEjufJffPEF7rrrLsybNw8AcMEFF8jmhuxPiNBIIBAIBAKBQCAQCC6YM2cOaJpW3K+2j8+yZcsEeRrFREdH4/PPP3e7fb6EpNwgEAgEAoFAIBAIBIIiRNNIIBAIBAKBQCAMQGw2GywWi7+b4VUsFgsMBgN6enpgs9l8ei6j0Qi9Xu/Tc5wsEKGRQCAQCAQCgUAYQNA0jZqaGrS0tPi7KV6HpmkkJiaioqKiX/IORkZGIjEx0a85Dk8EiNBIIBAIBAKBQCAMIFiBMT4+HsHBwSeUwGO329HR0YHQ0FDodL7zlKNpGl1dXairqwMAv6fbG+wQoZFAIBAIJxQ9FhsKa9oxYUgEdLoTZ6I1ELFaraBp2u9h8wmEEwmbzcYJjOI8fycCdrsdZrMZgYGBPhUaASAoKAgAUFdXh/j4eGKq2gdIIBwCgUAgnFDc900eLnxjG97bctTfTTmhoWka+fn52Ldvn+aIgQQCwTWsD2NwcLCfW3JiwF7HE803tL8hQiOBQCAQBixf7y7HB1tL3Tpm3X4mmfKKXwpgtdl90SwCALPZzH3WGszCbrejoKAAVVVVvmoWgXDCcCKZpPoTch29AxEaCQQCgTAgsdlpLFu9H0+tPYTjLd0e1bGrtMnLrSKwlJeXc5+1ruA3Nzejs7MTNTU1vmoWgXBSQdM00fT3I5s3b8bixYuRnJwMiqKwZs0awf7ly5cjMzMTISEhiIqKwjnnnINdu3YJytTU1GDJkiVITExESEgIpkyZgu+++05Qprm5GUuWLEFERAQiIiKwZMkSvwdFGlRCY1VVFa655hrExMQgODgYkyZNQk5Ojr+bRSAQCAQf09aj3awoMzGM+/xidpEvmkMA0NbWxn22Wq2ajrHbieaXQPAWNE2jsKYdJXUdRHDsJzo7O5GVlYXXX39ddn9GRgZef/117N+/H1u3bkVaWhrmzZuH+vp6rsySJUtQWFiIH3/8Efv378dFF12Eyy+/HHv37uXKXHXVVcjLy8P69euxfv165OXlYcmSJT7/fWoMmkA4zc3NOPXUU3HWWWfhl19+QXx8PI4cOYLIyEh/N41AIBAIPsZq0z4hMuidpkg5x5rdPtdP+ccxKj4UFpsdx1t6MH98ott1EAgEgq/ptdphttkB36Y69Dlz5szBpEmT8PLLL/u7KS5ZsGABFixYoLj/qquuEnx/8cUX8cEHH2Dfvn2YO3cuAGDHjh146623MH36dADAI488gpdeegm5ubmYPHkyDh8+jPXr12Pnzp2YMWMGAOC9997DrFmzUFhYiNGjR/vo16kzaITG5557Dqmpqfjoo4+4bWlpaf5rEIFAIBD6DYsbvoniBffWbgsigrRF99xa3IB/fLVXsG39PacjMzFc8/lPRsrKyjBhwgSX5fhmrDRNE18jAqEPDETd4vXXX49PPvkEAGAwGJCamoqLLroITzzxBEJCQmSPWb16td8jMLe3twusJwICAhAQENCnOs1mM959911EREQgKyuL237aaadh5cqVOP/88xEZGYlvvvkGvb29mDNnDgBGqIyIiOAERgCYOXMmIiIisH37diI0uuLHH3/Eeeedh0svvRSbNm3CkCFDcPvtt2Pp0qWKx/T29qK3t5f73t7eDoAxo/F3BCX2/P5uB2HwQPoMwV0Ge5+x2Z1Toh6zRfPvsNuFU6mGti4EG7RFITxQJdVMHqltw8iYIE3HD3bc6TN8k1St71Waprnjuru7/T5R9DZ1dXVoaGhAenr6CffblBjs48xAxGKxgKZp2O12dZNu3grZQPFtpGka5513Hj788ENYLBZs2bIFN998Mzo6OvDmm29yZQBGqDKZTJzVoK/M1+12O2iahsVikaTcYMejsWPHCrY//vjjWL58uUfnW7t2La644gp0dXUhKSkJ2dnZiI2N5favXLkSl19+OWJiYmAwGBAcHIzvv/8eI0eOBMD4PMbHx0vqjY+P96s/+KARGo8ePYq33noL9913H/79739j9+7duOuuuxAQEIBrr71W9pgVK1bgiSeekGzfsGGD4Ob5k+zsbH83gTDIGMx9xmYHKruA1BCApM/rPwZrn2EsUpnX1LbtO1F3UNuEqK1ND8DZwbL/+BNJGiPXHz5OARBOKnJycmEt8/9krD9h+4zNZkNXVxeCg4Mlk62SkhLBdy2Tma6uLhw/fhwAsHXrVowaNcpLLR4YsNdk9+7dspO+E5nBOs4MRAwGAxITE9HR0cFFKZYTqMw2gN3c3NwCXyju3c2jyApmbJqLRYsW4dJLL8WaNWsQGRmJn3/+GbfccgteeOEFlJeXo7GxEYsXL8aECROwYsUKAIzS5+mnn8aqVavQ0NCAlJQU3HPPPZxPX0FBAR599FHs2LEDwcHBOOuss/DMM88o5rQ0m83o7u7G5s2bJf7XDQ0NAIBDhw5hyJAh3Pa+aBnPOuss5OXloaGhAe+99x4uu+wy7Nq1ixsTHnnkETQ3N+P3339HbGws1qxZg0svvRRbtmzhLDbkrDD8bZ0xaIRGu92OU045Bc888wwAYPLkyTh48CDeeustRaHxoYcewn333cd9r6qqwtixYzF37lxBx/AHFosF2dnZOPfcc0+a1UhC3zgR+syDqw9g9f7juPn0NDwwL8PfzTnhGex9xmqz476dvwMAps+YjlkjtCW5fuvodqCrg/uenjUdZ6RrWyg8vrUMPxwTBs+ZOnUK5o1N0NjqwY24z5SUlHAmW1OmTBGUzc3NFXwX75ejtbUVR44cceuYwQR7TSIjIzFixAg/t6Z/GOzjzECkp6cHFRUVCA0NRWBgIOx2uyBICovZZkdFExNZ2hInb/rZVyZPnuyW4Gg0GmEwGBAe7jTpDw8Ph9VqRUBAAEpLS/HTTz/h008/RVhYGMLDw2EwGGAymbhjrrjiCuzcuROvvvoqsrKyUFpaioaGBoSHh6O6uhqLFy/GTTfdhFdeeQXd3d1YtmwZli5dit9//122TT09PQgKCsIZZ5yBwMBAwT42/Q/bFm8QEhKCUaNGYdSoUZg5cybS09PxwQcf4KGHHsKRI0fw+uuv48CBAxg3bhwAICsrC1u2bMEbb7yBt99+G4mJiaitrZXUW19fj4QE/72LBo3QmJSUJFEdjxkzBqtWrVI8RmyPzL74DAbDgBnYjEbjgGkLYXAwmPvM6r2MhuHdLWX49/nj/Nyak4fB2mconXNlXadzY9wWrcQebzNrPlavl06OfP3OWH+gGjuONOLRRWNhkDm/P2D7TFdXFwwGZqqg1+u5yWNnZye3nUWn00m0kXL18o8TX9eenh40NDQgMTFRUv9ggG3zYH3m+sLJ+Jt9hc1mA0VR0Ol03DMnK7jxAoRRFOUTLRS/DVpg28Ees3v3bnz11VeYO3cuKIqC2WzGp59+ioCAAISHh3Pl2GOKiorw7bffIjs7G+eccw4ACCwS3nnnHUyZMoXTSgLARx99hNTUVJSUlCAjQ7ogrdPpQFGUbB/tj3GGpmnOXa6rq4trEx+9Xs9pk2fNmoXW1lbs3r2bC5aza9cutLa2Yvbs2T5vrxKDZkQ+9dRTUVhYKNhWVFSEYcOG+alFBH/TZbYi2DRoujCBQOgDdgVfHZqm0dhpRmxoAG+bsExb98D2tbr1c0Y7NS45ApdNS/Vza5Tp7OzEsWPHMGzYMJSWlkr22+12l0Kj2OfqyJEjaGlpwdChQxEXF4eDBw8CAGprazF16lTvNd6LNDY2oqqqCqNGjeJM8ACgx2KD3U5Dp6NIahGCV9HpdJg8ebJke7fZipA6xqpiwpAInwmN7rJ27VqEhoZyvs4XXnghXnvtNbz55psYNmwY4uLiBEFn+OTl5UGv1+PMM8+U3Z+Tk4ONGzciNDRUsu/IkSOyQqM36ejoEJjml5aWIi8vD9HR0YiJicHTTz+NCy64AElJSWhsbMSbb76JyspKXHrppQCAzMxMjBo1ijPRjYmJwZo1a5CdnY21a9cCYJRi8+fPx9KlS/HOO+8AAG6++WYsWrTIb0FwgEGUp/Hee+/Fzp078cwzz6CkpARffvkl3n33Xdxxxx3+bhrBD7y6oRhjH/sVvx+Squ8JBMKJh5LQ+OgPB3DKf37Hx9ucQgztiCmYHMGYIe0qbfJ9A71AbVuPv5ugSlFREXp7e1FUVCQb9ERLEA7xcWyy6vLycq+0sT8oKyuDxWLB4cOHuW3NnWZkProe/1qVD4DRmBII3oTV+PX3nyewPn2FhYXo6enB6tWrOX8+pQiqLEFB6kHH7HY7Fi9ejLy8PMFfcXExzjjjDI/a6w579uzB5MmTOSH+vvvuw+TJk/HYY49Br9ejoKAAF198MTIyMrBo0SLU19djy5YtnCmq0WjEunXrEBcXh8WLF2PixIn49NNP8cknn2DhwoXceb744gtMmDAB8+bNw7x58zBx4kR89tlnPv99agwaNc20adPw/fff46GHHsKTTz6J4cOH4+WXX8bVV1/t76YR/ACbsPvhNftxzknia0QgnGzwRRAleeTznYyw8frGI7j+1OEAADZ4KmvqGRU8OEzmBmqoHZqm8evBWoyKD8WoeOnqPovN5jpZnDeEwx/yqpAYHogZCj6uxbXt2Hm0EVdOH4pVuZUYkxSOiSmRfT6vHL29vQgICMCGgjoAQEFNB7edQDhZYX36PGHChAmw2+3YtGkTZ57KZ8qUKVi1ahXS0tL8YsI+Z84c1QWy1atXu6wjPT1d1b0OAKKjo/H555+73T5fMmiERoCJwLRo0SJ/N4MwgNCRHF8EwkmBkqaRpdvsjIjHvtCzUiNR3tSFbnPfMl/b7ANVnOsfdh1txOsbGXOstf84TbFcW1sbAgIC0NPTIzDb9CaHq9tw99d5AICyZ8+XLXPuS5sBABsL6/GHQ5hTKttXGhsbkZycjE1F9T6pn0A42UhLS8N1112H//u//+MC4Rw7dgx1dXW47LLLcMcdd+C9997DlVdeiQceeACxsbEoKSnB119/jffee8+liTzBcwaNeSqBIAcRGgkE//P8rwW48PWtfRbO1LDTwIbDtTjjvxuxpVg6QbfwAkKwn0JMzOTht0O1mk0/5WRTVwKrp5itdlzy1nbVc6/8qxznvrgJFU1dPmmDFo63art2QUFB2Lt3Lw4fPoz6eveEKFZjwPfJ2na4Amf/7088+dMhTH/6d1z74W63rgMrMPqS6upqAMBP+ccF2oeyhg7M/d+fWLvvuM/bQBjYWGx2XPr2djzx00GfnudEWtp66623cMkll+D2229HZmYmli5dis7OTgBAcnIytm3bBpvNhvPOOw/jx4/H3XffjYiICI/NaQnaIFeXMKjxdDJX3dqNA1WtHp+Xpmn8fqgWvx+qHRDJdAcz5Y1dKKiRd4gf6Bxr7ERhTbumsgeqWpFf0eK1c7f3WPDzvmqUN/pPmGB5Y+MR5Fe24vu9VV6tt7HDzH220zQe+G4fypu68K/v9knKmm12p9DqeCTHDYng9j+y5gDaejwLiOMrRePOo43Yc6yZ+07LTPseXLUfxXUd+Oe3+ei12rC9pAG9Vqlwvr+yFTUahTt3MbhIqhoQGIQ9ZU2obnb2xfLyci7ZeFNTE8rKyiT50fiw+/jh8G945UccqW7Bh9tKUdfei81F9Wjg9Ym+UN3ajf+sPYQ/Cmph13iDXQe3cdbz4Kr9OFLfiTu/lKZJkKO1y4LdpU3kfXIC8mdhPf4qa8ZH28qwtbgBP4oWGPrCQOwtH3/8MdasWSO7b/ny5cjLy5Ns//PPP/Hyyy9z3wMDA/Hiiy/i+PHj6O3tRXFxMW644QZuf3p6OlavXo3m5mZ0dXXh8OHDeOmll/yaw/BkgAiNhEFNtYeTpFkr/sCi17biaH2H68IyrM6twk2f7sFNn+7BmjzvTpRPFnIck+Uznt+I+S9vQWPH4PMBOvP5P3Hey5vR0qU+kW3qNGPRa1tx4RvbUN3a7ZVzL//xEO74MhcXvLHVK/V5A5uXI0be8nkO95mmaTR1MtdZ6bl/ZUMxU9bxfXRCGM7IiAMAZB+qxZM/HfKoHb6ayFtswuuldppdpU14bM1BXPX+Liz/UaixKK5tx+LXt2Lmig2+aCYCDOrmXmv3lmP5T4dwzcs/CLbn5uYiNzcXpaWlaGxs5CKjKlFdXY3ubufz0d1rhbnhmKCMzUv3YtaKP/D+1lL838d7sHZ/tcvy1dXV2Lt3r2LERwCCG9jpptZ9/iubcdk7O/CzhrYQBhdW3nN+zQe7cNdXe4k5M2FQQoTGk4x9lS24+dM9OFw9ODU7cvRFS/XUWs8mkT/mO02OfsonL3lP2HGkQfC9otk7wlR/cYS34PDV7grVsnyBeMNh75jMHXI8wy1dAyedhNnmXeGKr5lVUgaxEVIB4O1NR3DJW9tR2sCYMeko4L5zneHXv8upxKNrDsgKgTRN49/f78eKXwok+xq9pN0SI14Ud3X1Vu5h+pm4v+31ogZbDrXUkXq9Hvsrmei0lc3qi3hiTWNCQgIXURAAjh8XmnLKXQ9PF/rUuOurvbjvmzxYbXY8uuYAHv9B2kfYthUXFwu2m602XPC6cOGG1Vzaepi23vZ5jkstMLsQ8sv+Gs9/iBegaRpP/HQQH/GiEbNsLKzD7V/koG6AR/kdDGzsg+l0j8WGY42dOHi8FSV1zueBKKkJvoYIjScZj/5wEL8dqsU/v833d1O8xvyXt3h87MZCz1b7ui3OVWTrSR4kw1PEZiStAzyXnphnecLFc+ulggafI/Wd3GdWoNFCS5cZR+s7ZIUcORNFf8APEtNjkW+TzU6jrKET7T0W7K9s9cikVskUPdAo1ILxzT0pCpiUGonf7nWGYf9s5zFO4G/ttsBis6O0oRMfbivDl7vkI3u++ecRt9srR7fZpu736eGsz5X5aF+Ijo6Gnle/zU6jqqWb65Px8fEw8vyItObEHDp0KFJSUhAQEKBYRm4N4qNtZdxnd8aMLrOyaSzAWI+89ecRfLbzGD7ZcQwHj7cp9mc+vx2sxb5Kh6uDnSn/VxkjRFtbGAHwlwM1ePWPYtnjxVhltPXNndoWLbSWUyO/shUfbSvDEzJa+Rs++gvr9tdwQZEGOi1d5hPS3Le0oROt3RZJgK7GzsFnrUMYXBCh8SSDXbk/ePzE0TQC4MzWPMGTyIjDop2RAb1tknciEx1iUtx33Ye7feaT5Qu0autf+LUQt/LMLLX2t7q2Hsx4ZgPO/t8mPP9roWT/0XrtwqcvuY332+TaCQC3fp6DOS/8iQnLf8Pi17fijOc3ymoy1BA/4984tG5ic8UggRDJCDsZCWH46U5n1M+ln+agsrkLWU/8hvSHf8FZL/ypanXQ4AXTaavNjnGPr8fYx9dz5moUhMKep9NbvlDX0asuHLmLwWAQBJdY8sEu3PJZDh5avR8AkJSUBIPeef6r3t+l6TmOi4vT3Aalif9LjtRLfJT8Vsc+9ivMVvWxmr+gs+i1rVj0mrzpt8nkHMda+IKrYyGsScZcna8REpNzzJlH9NeDwtzDL2UXYdKTv+Ktn3agtVXZD//F3wox+alsrMqpVCyjhU4N/cebvtm+IudYEyY9mY07v9LmU9rfrDvguUZZbNbOYvWypQeBIIYIjScxl72zw68R+bzJzqONHh/ragVaDv4kqaHdN6ZrJyL8if8rvxejuFYYROb3w7XiQ/qVrcUN+HznMdcFASSGB7osY7fTklV5rcGbjjZ0otcxyWUDzHy4tRRTnsrGyr8GTiJ0vmYPANKW/Yxjjc7Jt8VmR/Yh6X19Z9NRt85zoKoV45LDue//+m4fPtpWimMirWVYoDOTFF+ZPSHFGRSntKETa/f1r1l5a7cFdppRJjZ72aQ4lbeIVd3ifTNvvlDa1sOMlweOt2HKlCmgKApGUa60zTLRbatauvHZjjLUtWtbGBJYItjkr9fH28sk246oCGfvbVHvc6tFgZxK6jowa8UGVY1mfbtzQYG2MdfGJjN533usEUVFRairk5olvrdZeQHllQ3FsHU04bkf/kJJibKG79U/mH33e9mK6Ns9FfijQPj8qgnAAwV2fPl5XzW+39s3QdoX8PuNGq6DLxG0QK6jdxhUeRoJfWdEbAiOOlZTd5c24T8/H8I7S07xc6vcQ8tKqDtYPFid46f6KKzVFj2TIMRss0vMpJVWUPuLaz7YBQAYmxyOKUOjVMtmJIZJBCYx6w5IBROt1lL8a2HQUzha34EnHdqwB1ftF9VJ+y1qXEiAHk0ipeff3tiGvY/NA6C8oFPjwi9KrBX6Zk8l5o9LFFhJyJnQ8U011a5If/uC8u/PLweqce2sNPwi6h+eWtLxxyOzD54hvcyFpCiK+00jMscBvIn5Z7sqcdkpqdz3sLAwvLZqHw4cb0NZYxceXTRWUI+YyZMnO7Yzrgd2czf0BmUrBT45Ks/k878W4rJTUhEXpmwSK6a6tQf/WXsIV4xwbrPZnGarGwrqYIoPAaXTczfwiIzfZU97C9rb29He3o74+HjBvm6RGezxlm4kRwZxC5q0zYpea/9rkUobOvGAI1Jx6YqF3Ha9D82hvQV/ce7elfk4a3Q8IoO19aGBgMlkgk6nw/HjxxEXFweTycQ9K7RVfqHaagZ6egb+vQEYIc5sNqOnp8enaTJomobZbEZ9fT10Op3ASoDgPkRoPMkYEhXECY2A1BRmMKDFz8QdXJksyUHyQ3qH/EqhuZW/hUaWi97cjoumDMGLl01SLBMZZBR8t9jsMIoihqzZK83RJpdWQQ7+taho6lY1O7TT8hP7/kBO0GnusuC7nEpcMjUFHT2eLfLI9YX1B12bdPF9jNUE6QBD/xra8FvCWnjsrxKaOGvtG2L45pu+cOHit90UlwZ7byd0pmDY7DT0OgoGnQ7GqGRY2+pAGQNhCIvlyut0OqSnp+PA8V8AMFFghwwZIqh/0qRJXBj+jIwMySTSbu6GPjgCrrDb7TharW51wghi2oVGgNGmX5MRxQXy4QuNAGDraIYhPBZwtJtNC0JRzt+h5lsXGSwcS5o6zUiODOqT24Wn8JvJ14bxzeoNapGRBgjbSoT9oK3bOqiERp1Oh+HDh6O6uloSIKqhpVs2MFhXgAGdor40UKFpGt3d3QgKCuqXBc/g4GAMHTqU5HHsI0RoPMmIC5W+LP2ppfAEubb2ZaLkiaAiXmllV4YJfcNTAcMXrM6tUhUaxV1u59FGnJ4u9NMKMEpfUFr7ao/FrvpdWCcNdb2a71D6PSvWHUaAQYfafo60OGNEDH5yRDceSKMaf9gKMjGv3lHxoQLfWE/HMf5h3hYaaZqGiZdyg9IbOAFuX2ULJg+NAk3T0AUEwxSXBgCICHJOLQIDAyVjdmJiouC7Xq/H2LFjQdM0goODIYbSa5sI5+fnYwjVDGtHEwyh0bJlthQ3YFhMiKb6WMYPiVDNMQnIP5uUUV44bWtrQ3i409Ra3E9ZLdnvMmbdvoa/cMEXdPlCymDQNIq1tz0DJHCYO5hMJgwdOhRWq1WwUPHvd3fKmnlfNCUFd5w1vD+b6DEWiwWbN2/GGWecAaPRt4KuXq+HwWAYVPPcgQoRGk82ZJ6ZXw/WYP74pP5vi4fIPfaertAD4PzG3EH80pz97B8oe/Z8j9tAYKj0gT+WrxBPzuWi6Mr5V2ntqcdF10JNw+7PAL5iDcp/L56If63ah8ZOM/6hEoQiUEag7gvr7jodo+JD8fiPB7htanOE/o6qyJ+wxDgCQvki6qlWn1lvwFpciPtfa7dTwIqMjNRUV1CQ8qIbpdE01W6347ucCtg6OhSFxkfWHEBWSiRSooJQqTHNT1pMMABlPz7a6jB1Fl0Hmu+LSTvfM8XFxRg/fjx0Oh2MRiPsNA2atnOaSVarFxzATNFoS/8tvPDvZRcv0i9f6NIPwsl3QU07MhLC/N0Mt6EoCkajUSBYtZiBqnbp+6DTqkNgoGtf+4GAXq+H1WpFYGCgz4VGgvcgetqTDZn5RH8HhPAFfYka5okJ0GBYaR2MjE92bYLWn7gjWPTKaALDA6UvQ1d11tTUoKCgAAGifOrqQqP/pEb+mb+7dRYumJSsWj4rNZI5zkWT1XZ/fMM0ybYxSWEwiUxOxdFJ+fR3qhz+PJu1ShC3rk4mOEZqtGsLBv619NWv0odEIiBxlGDby78z0Uvl+t+IESMQFhaGRlsArnpvJwISR8GUMFJShxo6A6Ops3e3AaBhtPfKPj8FNW248rVslNR2oKDGdZCWO7/KdcvFYGtJg+p+u7mb104mPyjgDIzDfBG2+8CBA9i3j/EXrC8vhqW+jPttRQ4/+U93lDGFqf6bqvGvLz9qMN8KRPycDQZOpNQbRgVfhEEoyxMGGYPvySf0Cblhc8Zw+RXZgYrcy74vwR+0RjFz1QZC3/Gn8COHWnoMsXZbrqxczjVXP7GqqgqdnZ1obBBOVLtU8vsdPK4cit/XsPds7T9Owylp0Qg06lX9BVOjGCHI01t9QVYy5owWBhJZddtsTpPHjySq9ph64svsLdgJ7DTR2PudTLoEbUH/+GaE3n+GmBqlF3NjYT0sNruspjsqKgoZGRm47qMcbD/C+JdRFIXQAO0GTnYrMzbbzd1Ydc0o3DU1BObaI+itKXFq9wBc+e5O/JlzCA9/v1+pKgHiiLtq/dXa3oCdu/doqtfmEBrl+p2SttRqtcLcawFttwN2RjBjA10dcPi8KgU+8QX8W8l/lvgRkPvbH1hMTWuPer5TGapbewZMbtu+wvrMEgj9DREaTzLkVttSoqQ+JAMamReyqZ8d84mi0TOiXDjp+1VjJnNud7RRctpnueO1/sRei9CH6p6VeYpl/WueyvzPX0hR00SwuTo9NSlnT5P/+Dy8fc1UrL/ndEwd5ox0OznV+Vltkmjs54mv3H3X4get5ZkQaBq91BdomsaRI0dQX+9In6EggR+oalXV4jSKLDmGRnv4vukVhug1NxyDuaEcPT09XAqTTjeCpLH978XLspB975mK5WydLe63VQ4FbWF+fr5zcUnhMuqDwjA81j0/TG/AT1/DH8tCA/3n2VTe2IVTn/sDl76zXbVcvChC7rO/FOD8V+Xzbg42hLlonQywNVfCCQgRGgmobB5cuRrl5i5DojwPQiNODq4FMjZ7hiuzXn8KP3LnVhUaNbRVzmxaq7DkznMZxYsK2NTUhPLy8n4zx2IvEf+5VFvEuXZWmuA4JZTazwqnEUFGzB+fiMzEcMH+yUMjuc/1KjlU7f3d2WROp0Ug1LJwIQyE453fVV5ejpaWFpd1rs6tUvwdcscdqm6T+OtqRVwbbTXj4MGDMNcJ8xxqCXjBymnDY0MQ4WIxKzZUXks4fLgz6Aj/txbWupfHkL3H9l7542zd7cKgNHa7JIKr11AIeDOCJ7TuLW/xzbk1sO1IA2x2Ggeq2lT7pdy7ZjDkl9TCWZlxrgsRCD6ACI0nGXJDbFNn/+Yr8wV9Ufx5MskKVljpI6jjajI34DSNKmbPWlrqiXkqi0WD+WSEI+0Hv+2lpaWor6/nJvy+hzm3Vk1juENL4eq5U9rr6lkP5D2batoZNdNj2fZ4sW+yNWmpU064FadoEJT3QjO7u7vR2ChMWaD07A6NDlY8p1Ie06fWSvNrakHpp9F2pwAVaNCBpmlY29VTb1Q5BFeKohBsUh/PxyeHS7YNGzZMELzHXHuE+9wuGwVa+cawi0t2i9NVwmq1wtbVKjDDBYCuri4cOHAAeXl5PklYzh+D+c+I+Hnp90UXB/x7VaQinA82FxJ3xhdxaieuDrKcTfAxRGg8yWDHpSunp3ImloMg5ZKAo/WdrgupIIn2uL7Q7TrkUikQXOPKrNdfExFAfkpncSPAktwcRW5So/Un7i2pclmGDYggV6fZ3D9+L7KaRjXTTzZIiIt6FedQGuaC6+85HR9dPw2jE5WjJb6/tVRxnxzTnt6A6lbPo/vKTei0zBPlNI3iAEtC89S+P0OdnTJjrIJ5ZVJkICdQnDcuQbCvplU+6ucvB1zn25RF5qeJf2+PY7HF1ikvsMph1Ouw6rZZeO7iCfKnlTmv2+H7Ve4Lu7ikCwzltuXn58PaVg9zwzHH8cx/RUVFsFgc5rhy96mP8Jv57++dkYh/OyS8Z63d/lls5scg6Ogd/AveALAqpxKTnszGnrImTeWJGSrBX5CZr5+gaRr5jRS32tlv53X8nx4fhiunDwXQ/1EE+8ryHw/26XjxgOvJPRhkl2zAoBbNEvDvde3qlZp7yWkKWbRMzuVMpLSuBkcFup6UUlzKA2mdlZWVPtFEiGGvA/+nigON8GE1AC4vn8J+LRqEzMRwnJUZ77KcOzR09Hq0wMQi53eopb/LTc7F91spn56nyGqpFa57c6eZOz+b9J31hXM3WIkYQ6Qwn+O04VFIihCmFHBXYyyG/VVTh0Xj8mlD8cB5oyVl5M4QGBiomN6ATZ3BFyztPcpaMe4d7LiOtCM9B98vjx03+GappaXMwkdvr3xUWU/g15Jf0cJ9/maPMEjTv1bt88r53IUfSOnGT/agvUdecBxMisb7v81Ha7cFN3+W06d6XL1fCYS+QoRGP/HTvhp8WKTHnP9t6dfzsi8WinLmCPOndscT8ngvMk/wxq+Vm6R76qdzMuFK09jXCWBf+LdM5MW+pHKx2uzyv0elSv6EkO1jYu0NH/Z6Kpn1dnX53l/Z+ROdN/fUUTHc51evnIzTRsVCWkpd8FYSrv05Lfp+r2vtrzYc5oguJvpKaVbEhwl8Gn1loqagaSysbef6APtOYdsX1seAKfrAUOiDI7nvAQY9vrxtjqCMJz7pfMTCxZzRTn8xNs8i/wyZmZkYPnw4QkJCFLWNejZHpM5pSsmm5ZBDMs44fhP/3Sz3My0WCxoaGnDgwAHY2uoV63cHrcJn9qFaFNS0eeWc7sC/3y1dFjy3vkC23ECa18i1JEwminBfBX9inkrwNURo9BO7SrWZIXgbdkihAOgcL/jBpmnsK95YkZWr4sznNyK3XLtJ1MmIK5Muf+bS+nm/NF+pWm5EV03tVfBJVDuMNTvj1y8O9MLHldbOX5pGg875agkx6QUaW76mUDXOkMI+X2gQWN9QXyL3c9T6u81mw9GyY7CbpSaeVS3dgr7J96Hz1SOk9OxGBBm5yaqeExppfL7zGO77Jr/P59UFCIOc9fQIhS+xcEDp3buXYu3MuOQIjB/ieOZowX8AgJCQEERHu0hTxV4rjTfD6TstLM8XkJRqOnaMMV9l0330FXe6T7XD/Pirvyrw1iEdOnvlfDm9i/h+f76zXLZceD88033hzNHSYDYn10yMMBghQqOf8JvpBOd/RHGrwv7U7vgDb/xcucmexUbjX9/5x2RnsOCq3w+0rthjcS8QTkmdM8qhotCopl0TZWmnbRZJkI4LspIBMPlV2cuppLGqqvKWZkwZmjemsPCTT+t1FG48bQQAYG5mvKAPqGsa5fFFgIu5Y7xryiqH3G9V6+8VFRVobKiHpUmauxEQ5nR8e5MzCIs3gknpdNKpga27XbasnZamXbHTwCNrDqDbjRQYSlAmodAojhoqjlVlCGcm40p5ESX1y3Sntf84HQBgtzgEdscPHDFihKY6nRpGjUIjzzzV1tPBRYP15SJab28vcnJykJMjNIl055QUmAWMx348jIJWHT7eIS/AeROt7wilYDEDhb7cWaV+QXwdCb5mYD9VKqxYsQIUReGee+7xd1MGFeyKMEUBesfE4ETQNLrzC7xhwqF0yU6UkN6+wtV8v6+mZt7GHfnkn9/k45wXN+OT7WUAgA7ZCIrqfVXgAwUa5vpjEr/I2SNjsG3Z2fjiphk8n0b5+rq7u30eRZU9tZKmkaIonDs2AduWnY13rz1FoNlR1zQqmKf6YMFtWHT/5sBz+jQKfyPfh627W93cna9pbOlyBj3yxiMUGRkp+E6Dhp4XpIWPnaYlfcCbUZApSgdjTAoSEhIwZcoUAMBNp6UJzs9fpHA2Wrpos/LmmTL1K5/b1sFEwmsf2wABAABJREFUYKVpICgoCFFRUcqFRW1mDtRUnHsH0zYLrC3OgDN8q1Vvmx4eOOAMctPczLeQ0X6e6tYenPrsH9z3jxxjny/Rusgt50/eHxYFWvGnVQ2B4CmDUmj866+/8O6772LixIn+bkof8I+qkdMKwBk1VW0Q3l/Ziid+OojWrhMjShngnUmVP1NDDGZcaYkG03UVN7XdYZr1xp+M1qdHIbG82pyno6ODV441+xReM4oChkQGwaDXgZXN2LJyE5GGhgbRpNC7yLXTwJvED49hBLIhkUHQ6yiBa5zaRFhpj9tRKzVw+bRUzM2Mx3/+Nt7rdbPQMp/Ft6uOFxnSFfxJMb8aXz1DOgWhETxNI2ee6qKu+eMSXZQQndsYiJSUFFAUhcTERCyckMTtG5c1CUbeIgUbRIa2ORdt5oyOw5dLZyA5MkhQBlAekx45fwyvTmDMmDGy5WThOrm2e2GxsRFfWwTb7X3wqVajvl7o/3j06FHuszvdZ19lq+B7a3c/mKfKNFBu3OMvJFw8JUWxnL+Qa4rW5imPjR43h0DQxKATGjs6OnD11Vfjvffe07zqR3DCDUoUxWka1YTGxa9vxUfbyvDE2r5FLB3oqOXjk+MEUM4OSPojeIHFYkFra6vrgh7CvrfNHpinsv5JgvpoofDJF5qcPo1s4Az5c7JRFr0JTdPosdjkJ3G8z5EhwtV9YSActfrlt/tiXhQaaMAH10/DNTOH+aB2BvnoqeqmymrXhxXQeiw2zBju9LHzxROk1g7+b6BE/VGJ6FBtpqNyREREwGRwmmw3dpi5RQp9SCToXmnwp49vmI7ZI2NBUYxgZq49it6aEkeb5c9z0+kj8M/zswAwixvuLFZQjnerFiFl/Pjxsql9LFY7bPy7qeHGWltrXZapqKhAebmyGak7Q7A/hDBWwy4IWCTTDP6iChuQaSC9tuWFRm0tVCo2gGTiE5rNmzdj8eLFSE5OBkVRWLNmjWD/8uXLkZmZiZCQEERFReGcc87Brl27JPXs2LEDZ599NkJCQhAZGYk5c+YILEyam5uxZMkSREREICIiAkuWLOnH/Mvy9C20mR+44447cP755+Occ87Bf/7zH9Wyvb296O11rty2tzM+GVarVRBwwh/wJ3f92Rab47x2mw2UY7XVbLW5bENhTZvfr5ka7tzTXrN0NXTa079j432nI0Qmopn8+ZR9dXx1ndh6B/J9cIWrl6LVZvf579u7dy9omkZaWprLgBZq/cpml+8DFJh71NkjnyfRblf+jVars2+yizndHYyAa7f0grb0wG5ztokTUC1W1NfXCzQG/Pp8MealP/qb4Du/XUump+DnfUxgIT0t/L023m80my3QQ17QVWovTXu/j1gtFlh0GrVCHp7bykvSzt4Pi8w4wn/O+f1BDG23I23ZzwCAc3k+mRZL3+41e6xcX5TDarPDzj4LjneKUvFZI6Kx42gTbDbX7xyldplMJq5txpgUWK1WRCSPQndzKyhTMGhrLxcUhqbtoCgdd2xPdzes7Q1cnTRth13l/WcKYMyFdQaTe+2l+JpPp8Apdz91Op3suHjZuzsEwqSdlj+ej627HYaIBNW2Hj9+XHY7d43M2n/n139VCL5PHhKCwsJCxMfHIzRUQTPdB3YebcILvxUBAPgWyb1mM5fuhYN3TXWguU3+eH/K3TebwntAS/uUFgd3lzYOmvnBQJrPuHquxHR2diIrKws33HADLr74Ysn+jIwMvP766xgxYgS6u7vx0ksvYd68eSgpKUFcHLPYsWPHDsyfPx8PPfQQXnvtNZhMJuTn5wv8ya+66ipUVlZi/fr1AICbb74ZS5YswU8//dSHX9s3BpXQ+PXXXyM3Nxd//fWXpvIrVqzAE088Idm+YcMGxMbGyhzRf1RV6cAqetetW9dv562pYc578OABdFoAQI99JeVYt65M4Qimi7S2tvVrO9WRdtsdO3agTqMylEnHJ6yjucuCV7/JRlaMtoljSbnz/onx9XXKzs72af2+pLNTDzVd0dGjpVi37ojifm9QUsJoGPLz85GQwE9n4ewTYUYa7RYK27ZtxTEFd7fSUvk+UNvei3Xr1mF/EwWA0YhEGGnEBgJH2ikcr67GunXyAWrYtgFAeztzrYqLiwGEwdLITNB27diGoBomaX1tC1Pm5z93Iqq1WPE379y5Ew0NDYr7PUP4DG3cuBFRDpc8Ow2MCNMj2EDj99/WC8rxn7/1v/6KAGGcH45WM1OOYvQ83PaKY2rjlXttZvnz9994Gif116Knz3eb2Vl37t69QAWNjZXOPiKuv6KiAm1dvYrtKTp0gDs2+3Adt/2vv/ag+0jfVA7d3d3YuXMnQkNDYTQa0WiNACCfk/Do0VKY7QCgQ0V5OQCdY1IrfM6HhtCINNcD0KO8vALr1km16lKcv51/3Ts6OhAdE4tOYyA2b9mCaKMOdQGOB1XnPMZcexSmuGH46quvUF9fD0OocJGItlqwZctmFAfLn72gmFmwaWpx8/0n0ErSYK/F1q1bQVGUQEisqanBlHg9tlQKFxDE2seu7m5s3bpV5aTSa0XTNI4cYcbThIQEBAQEKGoZS0tLERQUhNx6aZ/UAm23ofJwHtaamcA6o0aNcrsOV7x20Pn+qK+rBTeH+mU9DKKhuKPFOT7HdR4BYIDFanH7+eUL/Z6S1yi9pjU1Nby2MPfOYtHWvrJj8u+eQ9XtA2iepo2BMJ9x9924YMECLFiwQHH/VVddJfj+4osv4oMPPsC+ffswd+5cAMC9996Lu+66C8uWLePKpaenc58PHz6M9evXY+fOnZgxYwYA4L333sOsWbNQWFiI0aOl+WT7g0EjNFZUVODuu+/Gb7/9pphQV8xDDz2E++67j/teVVWFsWPHYu7cuRgyZIivmqqJ7WsOALXMit/ChQv77bw/Ne/F/uZ6TBg/Acdbu4GKUoRHxWDhwmmy5e/ewWgTIiLCsXDhrH5rpxpsm/jMmjULpwzTZq7c0WsFdv8h2T5lyhTVnHh8DmcXA1XyJn++up8WiwXZ2dk499xzYTQOHId+d3jm4CagV9lva+iwYVi40A3fIQ/Izc0FAERFRWH48OHcdn6/CgwIQLvFjFNPPQ3jkuVTXuT8XIDNNfITsMmnno387ccAHENKZCA23n8GPt9VjifWFiAxMQkLF2ZJjqmtrUViotPXa03NfqC7E7ERIQBPOTBiaCoSEwMRHByM7h3loGk7Ps1vw7fXnCap02q1YufOnZg5cyYmTpyoeezUgvg5nDv3bCSGO+tfdL78cd1mG/61ewMA4Nx58wTJuvnUtvXgsZzN0Ol0Ak1XWprnfURu7LhjzgicP3eUahk+nj7fde29eDRnEwAga9IkLJyYhLsflZ5r/vwF0Oko5ObmorPXitcO7ZGtLysrC18cOSDZPnXq1D5FgzWbzXj77bcxc+ZMxMTEYOTIkdhQUIePjubJlh+WloYeiw076qowPC0NW2rKBUI+y4Zl5+HtTUfxS2UJhqSkYuHCcS7bwt6LheMTJM/M6+Wb0dnag9mzT0Oe5SgKWh2Cs044Obe21GD06MkYPXo0Gjp6gR17uX2UToczzjgDo+KdWjG73Y7i4mJ0dnYisYkC0IyY2Djl+/79m9JtAsddmpOfTzvtNIwfPx41NTVoaGjA2LFjERgYiH0dm7ClUn3VMzAwEEuWXIS2tjY0NjZK9r+wfyf3eeHChWhra0NJSQmSkpIE5YYOHap4jilTpqArtwoocd8dxdbegNCwUJx22gSuLm/zUeUuoI0R5FOTk7GviQkadN555yHAKLzvPzTtBZrr8Z8Lx2Lm8Gg8l78VBr0BCxeeJ1t3d3c3AgMDBQKi2WzGoUOHEBMTg9TUVI/bTR2owUdFwsjqcfEJWLhwMgBnPzcYjYrt47Prp0PYVisfVbk/55N9YSDNZ9go4+3t7Whrc6auCQgIQEBAgNJhmjCbzXj33XcRERGBrCxmDKurq8OuXbtw9dVXY/bs2Thy5AgyMzPx9NNP47TTmPf4jh07EBERwQmMADBz5kxERERg+/btRGh0RU5ODurq6jB16lRum81mw+bNm/H666+jt7cXer1w0BDfcLYzGAwGv3dSvgq6L21p7jTj+o92Y2xyOFZcpCEwkONlZjDoERrI+JVEhwS4bMPB4+1+v2ZquHNP9QqWpQaDXvtvVEh0DfTtfmrBaDQO6HuhhiSJtYj9/dDPDAZm2Gtvb4dOp5OMG4Azh6lav5JLS8BSWNeFkEDmuLjwQBiNRhi481CyddbW1nJtA5z+NyaDHvbeTm67uacLBkMozGbG/NXW0QRbZwsMBqEglZ6ejsOHD3O/o6ioCKNHj/aK2ZicuaJJY7+08VbI1a6vwcA8qGLxQ6934znVgMHN+jw9t9HgHHhUf4NeD6NBD4PBAL2K1ZRdQWP//rZjmD/R80VRNqWFwWBAZ2eno+8qTxUoiuKihRpkniUWo9HI9W+Kkn8GlLjx9BGS8qw/r06vF0z0xVohu6WXO6/JIBz8aZsVJpOw3x4+fBi9vcwx7Nhg7mrzSp8zGAwICAjAyJEjMXLkSG57QBCj6pycGom9FS0AAGP0ENCWHljbGQExMCoR8fHxiI+PR1RUFMrKymTPYW2rg9FoRFlZmWA80YLRaERrczPsvV3QBSioXxWwm7thQwB3Tl+M48Em5+8x8YREvcEIo0hoZPuB0aCH0ej0aZRrV0VFBerqmEUH/hyzpqYGOp0Ozc3N2tOtyCB3H2SfAVrbdaP8OP/wNgNhPsPen7Fjxwq2P/7441i+fLlHda5duxZXXHEFurq6kJSUhOzsbM7CkXUjWb58OV544QVMmjQJn376KebOnYsDBw4gPT0dNTU1iI+XLv7Fx8ejpqZGsr2/GDSBcObOnYv9+/cjLy+P+zvllFNw9dVXIy8vT3bidzLw+c5jyK9sxVe7K9wK5kIBiApmhMbBlnIjI0E66XXHAdwbTuQDKQrbYMJVSo2UqCDV/d6msLBQdrs44be7dJmtXICQrJRIR6VsZEn3gh3oKAqWZqeqUTwppmWSvwNAeHi4REBU+r3a2kPj4MGDqKqqglXGp0arBRe/nGrKDV56IF/SXxEH2Z9q7+1C+ZEixZQa7MIK39/W1iUN3BRolH/n7TnWLEjH4S78CL4saj3WTjvvlavUeM6UHNraMsQR7VQu5x67ZmOjpU/UsvmZ8hWK7rWlqYrbVFdXh+LiYnR1dUmKUypCszF6CHSmIBginBM8yTMqEyyIT1gU4+cU5LinFKWDzhQEyuBc9DaGRHCfTSblQEK2rjZJ7kU5UlNTJdrA0tJS1FVXCsYbrdA2q+Adyg/Y0dXVxcWUENPe3o4jR45I8m9K6qdpQXAbftRbtWBclOMfU4d83azACEAwIe/pcY6t7vq9uUKuKWwEbq2EmE7Oea+vOHToEFpbW7m/hx56yOO6zjrrLOTl5WH79u2YP38+LrvsMq6fsT6pt9xyC2644QZMnjwZL730EkaPHo0PP/yQq0NurPCGuXRfGDRCY1hYGMaPHy/4CwkJQUxMDMaP912YdF/hrXv+v+wi7rO2F7GzkMExAPdHxEpvkp4Q1rcKlITGvldBUICmabS3t7t88foqXYDNZkNjY6NkYuIqF54aagsHFEVxzyM7uWEfeS0/MS0tjbsW4nxj/G+2ng5nAnIerBYjLS1Nss/TwAO5ubno6elBTU0NOjql102roM0vt6W4XrGcMz0QhVNHxXDbV+XKm2UNdNjfY2k+jt6ebhw6dEi2HCs08vuXta0eth5GmMtKjQSgHpzmxk+0+f3LwZ9Aa4EvsimlrxgZx/gbsru1R4lULsePHCwudlq6fMwC2T5K0+ju7mZ8SHmmaY4DADCB4xTbYQqCMXoI9EHhMMakwhQ/XKaU+u9lo63q2eguju+6gGAYIuJhjEkRXGe+5iozM9MjE7r4+HjJ5LOpqUm2X2UmCt+5Sot7/PGb9aUEGO1tUVGR7NhTVFSElpYWh++2PGazGfn5+dB3Oc1yDTp1odHuHEBU51viPlZVVcWlKOL3h337hOalfUXpXdfUKR9AjQ97pFwuSoLnhIWFITw8nPvri2lqSEgIRo0ahZkzZ+KDDz6AwWDABx98AACcybhYszlmzBjO5zgxMRG1tdJoyPX19aJYDP3LoBEaTzRc5avTgjikv5YJNzeOUs4BZ7BpGvt65ZSu06ZC5QmspI5Bds38TXV1NYqKitBVfQS0QtRRAPjlgG/MLgoKClBWVoa8vDzJPnbVj/9Iank8XfUAp6ZQWKeWnkNRFELiUhzHCxvD/85PBM4yfvx4Ljm7yWRCRESEYH9PTw+Ot3TjgW/zcbi6TXI8wEzS+AJ1XnkzXvm9CA0dvXj7zxJ8li31s9M6f+GXu/WtX5GTk6Ou3aKEZmntPd5d8e+rVtkT1PqAxdEfxbk1aQvjCxzs0Ebd/22+Yh3bSqQ+b1rha4RYCx414c1O898rSjkPmckRJ+hpbAtfWyRG76iLGYq11SjXvEP78xUFeOdCjzYrHp0xAJTIpxI0LVgpktceMP87I4I6y+iDwqEzBgoEY/5k1mQycREZtSJn9sbCCo38e85aJQHA9bPTEBMqP5kWvxfNZrNAW1dUVCQ+hKOzsxM9PT0oKCiQjAe1tbWw2WwCjbtezxcapfXxc1Jz20T9pKOjQxJxGoDsNpqmXWpDlbBYzDDXHYW9x/m7lB6p0gbpWKgEERoHDzRNc9kc0tLSkJycLLH8KSoqwrBhwwAwcTpaW1uxe/dubv+uXbvQ2tqK2bNn91/DRQxqofHPP//Eyy+/7O9meIQ31Mtf7RYG4dCyeMt/CTuFRvdyFPqbvl47pcu0ck+Fwh4pRGZ0D84sg6YF/nlifGX1y5+4SM/JnDRMY7oVLdjtNFcv213ZCbOahojFZDJxPkWSeYGL7i9eHQ0KEmoFWltbcdsXufg2pxKL/rsOOTk5EgFlx569yNu3n/ObvPC1zcg+XIfrP/oLa/fX4IWN0gBAWp9LLpef1cylRpAzm+WuH4SJur1N/5mnOu+7Wj+3KLgZ2DqbYe/txI6jnguEgvZoeNjUzCD59Tg1H/JlxoqCSWm1KGCfFbl7xG5ztYAXLDLjNcUPhy7AGRJZrd+y+6JStQWduHRqissycudjrwebNkIvivIKCPuMTqdDamoqUlNTPfIHCwtzag7F1gixYY7xgyco8923ZwyPloxJNH81mkd7e7tAAOvp6ZFqc3kcPHgQnZ2dKCwsFKSVYIW18EAjemtKQFstgsUjVqDjp1hjL5eOorhmiRfaCwsLFfPeyT0fcouOLOxYKUddVQVoux0W3iKfUh7f3aXNstuFbWP+J0Kjf+jo6ODc5ADGrDsvLw/l5eXo7OzEv//9b+zcuRPHjh1Dbm4ubrrpJlRWVuLSSy8FwIwBDzzwAF599VV89913KCkpwaOPPoqCggLceOONABit4/z587F06VLs3LkTO3fuxNKlS7Fo0SK/BcEBBrnQeLJT3SqcCGvxlaJ5y29VLYwmoS+r0oMRb/gj+sqM8kSFnSjZ7co+eP6CnZyIo++5Qq0LWO20YNICANWO5+2PAqdfw969e2UDWoSGhsJOA5TBJJkYNHQ4J0b/nJcBAEiLUQ5aITYJrq2txb7KFgBAVzNj/sKf2BXXtuOa93fi1s9zsTcvH93d3bB1iiYydpl8c25qGs0NygnGAbFVhH9eVRNTIlwX0khtTQ1sHcx1VBs9us1ObQZ/TH/h0ol450LvRP2urq5Gbm6uooaNhTVzVvVp5M19lSxouKA1nEmptnbWtStHWuYWYWTMU/nwmzRp8hRQOj2MUUnKB4iODUgcBVrjysLSMxSCpbjQNAKMiarOsSKkJQgNGxQHkC4UyRES4hSU+UG8YmJiBOW4aMa8G8u/r0a9Trpu5RAwY0OEiwxlZWUSFwA1M1Q+RUVFyMnJwb59+7hosSYDc2ZzwzH8lO/0u3x1Qwny8vJw4MABdHYyi5L8RTv2p9hp50KEeKFMDBtlW4ycZUROTg7279+P0tJS2WPkzHJ3HG2UXfDokskjrYQ3LNYI7rNnzx5MnjwZkycz0W/vu+8+TJ48GY899hj0ej0KCgpw8cUXIyMjA4sWLUJ9fT22bNmCceOcEaPvuecePPTQQ7j33nuRlZWFDRs2IDs7WxAg64svvsCECRMwb948zJs3DxMnTsRnn33W77+Xz6CJnkqQIl5916L9cmoagdWD1Deor/RV3LPY7Ph0R5k3mnLSwAoudpqGrbtNEDTC37BCY1ZKBH4/7J4/lxI2u905IXA8pr8eFPonVFRUwG63o7GxUTacO03T0JmCJRODPw7X4W+TGOEh2jFJYydCUVFRknrkJix2iwXWVmF72OAZO8s7YLUzE/a2bgsOHTokCcRi626HPjQGtM0Cew/zWbNPI0UhJsQEcagNsYM/36fRh4pG1VYvnpiMfZXSIDTuYrVaUVN9HNYOZvJb06q8cKK0IDUqLlSawNxD2ATvrnx6tQgjNGiegC9/NdmFD047qFFqjAo2orlL3geXrZOmpWO6XDRVpRQQavNud7ud3CTeXF8GfbD64gNN0wCl49oiMXGF+mIna44ux8SJE2EwGEBRFPeMq91X9jT23g7oDcx4wr+eMaEmRWElLFDblNJut+OvsmYUV9ZjjEIeXFb4kxu/xNfzw22lOP9SJl1RQUEBpk6dit2lTY62A01dZtB2G6yttSitrMGooUl9yltbWFiIrKws5OfnC9IYNTU1ISgoSJA6yWazwWKR10J2W2wIEVm4TEuTapmlyPu7X5CVrPEXEPrCnDlzVJ/H1atXa6pn2bJlgjyNYqKjo/H555+73T5fQjSNfsIbc6CkCKHZmXs+jRQmslEdNeBL87D+pq9awo+3lRHzVA9R8oXh9oe4NofzNk5NHNPHV1w0gdun1lVYLZBcm612WhIIJytVONHhT1rsMibiNA3ow6IRFu407TPFDUNofCrnQM9OGmx2GlFRUbJh4fkaBgCobO6CueGYbAAdAOjodJoPq3Vzc30ZLE1VsHW1wVxXqpaFRsL3t58KAAg0Og9izcTYlzE/eqq3NY3PXey8xxmJ8oG1JgyJ4FKv9BW+CScAfP2X1BQ+hlsAYL6HhYUJ+h87cTfXl3mlTe4g9xwsW8BEKBVET1XUNLL/u+fTyD5DcpFiOesFmhZM4MYPCRckltfrGM09kxqEwqOLhMEn+LeYv3gTFxeH1BGMJl/rK0NJAJWLfsuH+Z2UqgDryStn3LhxMBqN3LXKzMzEyJEjJUIjP281ex421ceZGXGCaLwGnU5RaLTRtKq/JFfOZsNl7+zAAx/+ipI67T583DqcKJotbbehosk5buXk5KC9mtH67S5tRkyICfauNth7u1BRfgwAVM1ktZCfz/gUi10f2Jx/NE2jqqpK1aRV7p4a3BhzxPchKdJ7eXgJBDmI0DiIEQ8QWnz1+ZrGq2coJ/mVHDeAhCTZ8Npu5cuQ36w1fHVuuWufA4I8bNQ9pcASjZ1mr6YzsdlsaG1Vn7CxL3m2Y2h9ZSu48QAAims7uIk0Owe4bc4oaUEHcpH5aDCh91OHpjHn0RtB6Y0wBYVwfop8oVEpj1hQUJBAE9HZ65wATkuTaib3HHP2b3fuhDvi1dESxoeRb5519OhRlJWVITc3l5n0OQKyUHCdysFdKFD48c5T8Z+/jce8sfKR6ChK/jelLfvZrfRGLHLdmhb4jQl9XpVSFNA2q2owKVeo+fe6gzN9Bi3ZJkbsm6j1GWf7h1y97DYbzxQ8MzEMH10/XVC/MShM4AMkrov//BqNRmRmZiIjIwNDhw5FoOM505omx9MlBpoGDBEJoHR6GMLlg9qI3VFctoWiBFowgFlAktNK8jVj4ntDA6hscqYh6bHaJD90qGNc31zcqMkPdt++faDNjJa7rk377woIYhbAaLsdu/8919lGmxUPf39A0Hbaxmgoj9R1ICUqCDTNPDN2RyRvMSNGjBCYBvLhC9VayMnJQW5urjN9h0L38fRdxx5mEC3mD6R5GuHEhAiNgxnRAKFN0+h8ebOmTmwuLDUGkg9fX9f++/pL1FaDSd4kdbhupNKf2mSiY9rtdrfTY1RWViIvLw8lJSWq5Zw+MMx39v5aWmpwaF8ecnJykJOToxLoQNohIoONAvNKAAh29A2tK8nsM2c0GmCKHw5jLLPIwx4+ZcoUBDiCYDTYgxQnIBRFYcSIEVzSan6gFbn+urWYb7al/WnR4l9jtVrR09OD3h7mXop9eljfJQA4eqSEq5evaTxvnOfhxicPjQQAzB0Tj4kpkbhm5jAXgVDkt/92SBoKXQ2le2PhaQ1ZLd3h6jaUNzKTdP5Rgqb0YTx2LpIwaHuupOcT5L5jteoyfTsiyIhIR/RNLgiSxuazeV3lAn6w2+w8n8abTh+BuLAABAc7fQIDY4Qme+J+Gh7oDCSj0+kQEhIiCBSjtb2mPqxs0KChMwUiaUSmqimrO0LGxIkT3WqD2LcRAOzmHtisFhznCaw0LRW8y5uEwc0mTJgANcxWG5cL0h1tPrv4sDg9CGFGGrTVDHtPByyNFWjqsggWxADGjL7XZgdFUc5FDjstG8U1IiICkZGRnJ8an8TEREydOhUZGRma26qFvs5FxJp9LUHWCIS+QIRGP+EN/2Xx6qdbWgFKe+AKYGBFC3XHfEMOpRVbrT9RzXdrIF2nAY3K5GfHEamvSXFxMQ4dOuQyeAEfuRxHcrCmoayQRoECTdOC8OgAsH//fsF3VdNNq52rT5xyg92uZMYVGxsrKGfQUaB0em7CzS72UBSFzHETEJA4CoawWOxy+PCoER0djc93HOO+u+qvoWERGDHSqSFV80V1NaZVVFQgPz8fBw8edGqJVMrTNA27pReghM/8pVOl/p9aWXXrbBx+cr5LM2lXeDIEyWoaeWbJrBB0/7f5OOP5jYr1LJqQCC2jVV27/DjHT14PMAmtWR9HtZQIYvj9mW2N3MLB7ofncr9NTjupho3TNErrtTjyWda29QosaABGY2iKG8ZEShUdKv6emZGOuLg4hISEIDxcGOXVHSGXhudJt9WsFvhoEQoonR6TJ08W5HLUQlpaGqZOnSqYV1iaKtFcUQJLSw16a0pg62xBSIBecj/4mu/IyEiX2sbvcpzxFPQ6ZiycOnUqJkyYoOifGRERgd5up3B66NAhmBvKBRFJj4jSVVhba5EUHug4j2ORQW4BhKK44EA6nY4z6wWc4zHAmDl7E1mDGw1diEvnJOrMA2lxn3BiQoTGQYzYDcotn0bHP63HDST6Ggyi1yI/VdV6HY41KaeMGGzXsr/gr/wDkMzC3rzaGaRiU5FUaGSj1fH9AF/4tRDP/1ogez5xxFAtcBNPCqisYHzOOjREsrPJ+CP+tO+48yeKIkey8z6liRWbp0lpYpCR4NSCdPEibaoFV2FJTU3FAV5uRnFvFU9K00aMhM4UDFPCCAQkjnIkME+BLjAUKVFO0zdmJZ8fxIZGTk6OIME3P2k8F00zJFpVe2JprABsVoGmqS9h5nU6CkFuWAMonWl4rHuTR7X8bub6MtA2iyCtAU3bUVDTJrg27OW9YvpQTVJMWYNQOLTb7WhtbZV9Nqqrq2G32wVme3KaJz5yApL41nx8wzQEGJzXm33nHK6WN70VY1fRNFY1M78vJMAgSW8DOMy5dVIBh223MToFhvA4REVFYejQocjMzJT8Jva0vjdPdS5YqaEmM7Jt1wWECKKjuktktNQ8NjmI6TPW9gaMS45gIpJaern0SRFWpwuAXJCdMWPGIDraGeDly91On14dpeN8SU0mE0aOHInkZEY7zDevHTVqFC/3rfx1ksvheufZzKIXe4RV9ChOmDABWVlZgm2BgYGYOHEiJk+ezI3HgNNqQw6+H60atFU+sJMniDWNJH80wdcQoXEQIx4eNAmNvOASTv8SLzfMx4yM69tqn03hB2sdbw9USR3oE8KZF+Vgu5b9BavN43mcCPbz/crU1gTYyVVrlwWvbyzBGxuPoLlTajYql/dPjZqaGnQ21QNgJgZs/sCf8oWmfD09PWhqanK0hdkmF92xoqmbp7mkGaGX1znsdlo2+E1mZib3mcvFpTCRBYARcfx8c6o/EQAk2gdxfy1r7BTtp3Goug0UL8qNzhgIY2SiQHASC35suPqWlha0trZKQtGzQoA+JBIGo7zwzFbZXV8uEBq8Ec1UK97Ipws4opUq+TXZrLC21gnus72rFf/8VujnOn78eABAZLAJw1RSrLBEBAnz95WVlaGkpES23wHA3r17Bd/5+etcjWvs/RdP5ueMFmqmGx3pYlKjXbtEAM5FDDmhcYIjHYqcYM1H3CZuwcIUiAWnqJsbOhdWXbf1Eg05GpXgry9lqaR5UXvHG2OGwhAaA32YurDvGpEWEUCPRdhndBQFS2MFLM3VsFt6EGaQLooMHeqMmRAYGIjhw4fLnk0fGCZZrEpKSsLkyZMxbtw4TJ06lTOtj0keJtNCXlt1zvEt0MCMWWz+XdoRjIjfX+Lj42EymaDXyy8kyQnf/AXQoUOHcu0TBxxjSUlR7hdaFyOUjpNqGj2qjkDQDBEaBzESh3UtJjS8MpSbq6gDhegQ95MZ81G8Tn24DE4t0uC6lv0BTdO84BvM9bH3dDKmhzLIrRZz+xyaEDPPL6/boTnmPw/uBvuoqqpCZ0sDaKtFMCFhc5myHDx4EKWlpQ6Np/q9Zl/gx0sOobCwEAf35QMAbN1tOFpaKqt94k887AoTcT6xoQGcT7In/iziMSR1RDr32RSXBpoGfswXJ8dgEJuJ0wrCSElJCSdos7C/iaJ0CFYw+ap0aJI6e8wCoUFp0cfbUFAWxH9SuCZKuIrUaDd3CyaA9m6hmZ0pdqhA69LbXANLS43k/i2a6Mw/yA+SQdO0W6bdgDDp+5YS5fQE/JQX/OslJ+glRrCmgq6nHjQtjUDMR27MldPUiU/Fb9Y/zk6HGtxpVbpcosP88e+TU9T93VXywPI1aN/cOgunjYqVLaf2jFMGI/ShUbLpOtxBbDlR2dyFzCSn2W57e7tgMcXSWInIYOk7OS4uDnFxcRg6dCgnfLF+lpmJzmf+id8rce2HuyTHywlsRkcgHKXFnBq70wqDndfYbFbmHWRlftf+KueiU1KStnydfAICAhAfH4+wsDCB6arBYMC4ceMEz01aWhoSEpR9sOWGMq2piwCpZr+/xkbCyQsRGv2EN9avxe8Pdrw4UNWKFb8cxrFGqRnl9iNMoAmKolyuov5V5tpHarDQY7HhzT9LUFDTpijY9UXgYw8lg7YUOfNDa0cjY3oog1hDIoeVN7HpMlu5qJtyOb1csaW4ngv+QtM26HQAZXAE7lB4Uo8dc/oFLj1dfgX9q92i5PWUU6vU0NDo0ueS9b11pexKT2AmYFqFxpGJUdznyCEjBBoAoykQAYmjEJA4igtrf/C4ULM3MSUC04dHY8nCM6ALcAq5+/KZoEGdncrm2yx8bXJiknxusd8PM9eH0ukE1+CSKZ5rdNxF6dK/vlE9uJIYu92uuji3eGISissqQdN22Ho6uEiPDR1m5l4YhNpYu6UH9p4OmGuPCLZPGRqFqGAjaNqOutpa9PYyCzN8raFWIiKcGq8vd5VL9stdG4qiEBvKtPXXe86Q7HfmVtTuSsE/TnwugHHTUKtOTkumVq/gHGxbVO4da+7s6jk1GihFbdsxR3TS9h4rAgx6XD5N3m9X6R3lzYjTzU3CBQK7ncbNpw3HqLhQ/OOsUSgqKkJ7rbA/XDSJeYZ1JqEGeejQoYiLc5q7sn6CrKANAKAobCtphBZomrF0YG/MPec4hX5jVDKONtswadIkjBgxgusTTY0Nguvz7paj3GclDaMrUlNTkZGRIRFeAwMDBT6Z7CJg6nB501VP5xxKh3mzHxAIchCh0U94x+xJOECwA9DtX+TinU1H8ciaA4pH5h5r5lZglcaZS9/e4YU2eh9PxsW3/jyC/64vxPyXtygKyX0ZbmscYcNpmgzcYgRh0BUujSAZt+P/7u5u5OTkyGpIrDZnRYcqm7mom/v27RP40bmiy2zFc+sL8ez6AnRbrLA2VzOBcKxmQVvkYH9LRJARZc+ej1W3zQZN22FpqIC1zTnxYgVcHeXMsScXjEEMmxtVLAxOHhol+K53U8sdnTICprhhnDASHR2NoUOHIiMjQ3IumgY6eoWa33vPycA3t8xCWHAgjFHOlXr2HhYUyPuZsqSkpCA6KhqGCGYFntLpBX5DUVFRMJlMSIlkzMAoQ4DAdDM8yL0AH33CS+apgPz4MsphXjx1WBSs7Y0w1x6FtaUGtI255kpjuI7XM/lBSHKONUOvo2Brb8LxqkocPHgQgLpPZV+hIXyu9zxyLsqePR+j4qUaZC5Po4auyl+AU025QdMCtwsx9e1CiwZX2lC5smrtdfojqmuJaEDg18eH1VyvymUCxBzgacP4KCjzveoWQYvGgEmpkYgODcDLV0zCeeOZ1BzWHuHCUGgg80yGUK4X7UJCQmDl/Q6dUXtQKjtNwxCdjJAwRvN5zpgEGKOSYUoYCV1AMHaXNUGv1yMyMpK7JnabDcXFxVwdrLkq4D3zcz56vR6hoaEICwuT9e8U/p6+nSsuTFg/iZ5K8DVEaBzEiMcHdtJY7li13FOmbI60v6qVFzJ98A80rn7BrwedEdaUJtfeGnBPgMvpVdggNoD02pyZHo0N95/Jfbe21qLm6CHU1NTg0KFDAJj8fXxsNhusvHt1y6vfC/Zr1aoYjUaYebOXHrMdtN0myJ2nZU7BTjymDovC38dGwm7tha2rhQsSYbGyZqbOY+SeOb4W4smfDnHRIUMCnKvhKVFBuGiyMGcYe34tqQNtdhr7KltB6Y2CdsTFxSEsTOpbRIOWpBJgzSjF10br9CshIQGjRo2EPogxJbPbmQiF8fHxiI+Px4gRIzBixAiMSXaYxFm6hQFOfDDRk6UfzuNqqBAL7Cx8bZmt3blAUdnSDYqiQFt6YO/HBSzOPNVFObbZW0sa8LVYEy+C3xfl0jLoKef7y52fyb92rmMqOc6hUoJvmisMxMMIJ6EepGESm8WzKPvjC7fXtPbg9P/+gbf+1L6AxhIVKwyEc8V0aT7nPcdaBN+5e6FhMSwlJUU2z6nW9y9F6RCbNBQjRozAqFGjoAsIlh0T2LY0N9Wjo6MDCQ4Ba9EsxjfYVaCnvjB69GhZTSTzA6RtdJdvHdFnSxuEwjuRGQm+hgiNgxjx+6NFJiCHEjY7zfNpPPGJDnGad7ERxuSCSXgj+hjxaxQiDvHP56JJSRjOuw+27nboKEqSS45PR0cH5yNnbXUvXx6f0aNHw8Dzm+lxhNVr5ZlnqWoOZG7z/HHOJNmW5mr01pTA4lAP8CcQ/G4WHh6OpKQkgRbiw22lzjbwjrt4SopkAs3KdFpMowtqhL514u4uroOmnZM5o55CUkQgpqcx7UxPCEW4Q8OQmRgqK2NFRERI0hgAwuA+7DlTU1O5KIohISEIDo1w1B0mmOj3l8wIeMeNAGDuodzdUfPZEx4v3uD8aOtuh7Wd0bQvmTkMeopizFcddff09Mj6hylpQTIzMzVFguS3SS56qfwxzgLLVu9XKSmMBiwOBsWvixGOpfUrwb8Urspz0VM1jemi5zI4EkFGHf57CePHR7vRm67kCWqsuS8gNMvnI36OX9lQhIqmbjy3Xl3rL0dYhNCSIS5WXjvKhx2T+ObqSoSGhnL+ynyUUsTw4fezqKgoREREcOMRH4qieBMbpm2nOvxEQ6NiMXXqVIHvYb/Cu1d9nSocaxRHSCZzD4Jv6Uc7H4K3Ea9SLXptK8qePZ/7rvY+TIsJdvOFeOLAjquRwSbJoGu22RHYx0ACZNx20tzczOWAA6R99lhJIfbpWzBu3HguFLmreV9JSQkOVLbA3tsFW7e20P0ZGRk4duwY5+MFSCfNrHDUXO8URHUGA4YNGybwYWSxyATykYtMyUWA5P2wLrMNwSZHVD+a5kLM88tzbXBxQbj8Yxo6XqAoGId4gcMq0TQ6y3z6fzNwSloUjA4pNT4sELsfPgf7C4YBPR2SCXhGRgaXJL29vR1Hjx7lIoDyBd/mLrNgUYclPJqZ5OkoSlC3q+vhTbx1qqioKFTIpOrhT4Iz4kNRVNchKcMnOjoaTU1Nkmtt62SsSiYPjZT0h4MHDwomyMHBwQgODsawYcNgNjNm2GwO0sjISGl6HDBBj8R9Q/wbANdCtjvZUm7/Ipf7LGdGys/5yJmnaqjXwjNtd9UevmCqhNrrk1100hkDEJQwTLmgiKHR/HvAW2xSMk8VjatH6l37FSvC61um2KEYljYcSRFBOHbsmCDlkRzGcPkAPmJq6AgAPTBGOhfZtExD2PvA7//f3DoL+ytbsfj1rQJ/ePZSsWsEXF5RP7ygbTZ5iwFvT73IgjXB1xBNo5/wRSAcd85x+1mjuBInm5DDmkWJoz8C2kxkrpnJrAKPSZJqUAAycLP09vZKTEvFl4YCY27a2toKSzOjXdQiFNAA7D3OCbbaRGDq1KkS/xK5JM31HWaubq59Op1iPsWGciYYCr+5zY11knJsn+LnF7VanWdhtWssFps4cIfzs9yvdCdyr1ho/LOwXvBdfB3tPNM/g57iBEZ+fRPS0wRCoMlkwvjx4zmBEQDCwsKQlZUlG3iCbyLM0tptwX3fMoKMwaAXXIM+pGl0G3ciGaohzo2oDwrHyJEjuRtKURTaFUxRmXYwsNpouWtg62yGjqLQXVcGQOg3W1ZWxn1OTEzkfEhNJhPjP5qSgri4OKZNMjDvC2W0jnjuXM9DvHyicmMCK0g+/P0BLiel3NCxYHyi4Ht0sPN51h4IRxk1f0rKsV0fGgO4sRgpNMd2flayJhBvLqrVtpgmh3AccZ6cH9CGj85hlmuKHy4J2KREaHgk44cYyEvbo+E4pcUBVljkj536MIcA6yhMURT0QeF+sayy0/wxjuZ9krbGnYWqq2YITYdtZOpB8DFEaBzEuNIQypnesP5JIQGGk1bTuKGAmdjLTrw0XAv2BTUpNUJ2/0C9nHY7jaP1Hf12vw8cUA7EJEav13HBP2JltE5ibHZwuRQBZbOtxMRE2e3p6UzUPTlBK4cXNZiiaVnzSoB59Vs7nGU7Ojpgk0ncPH6Is5+wYff5E/qgIPWcdYIJs0x72YmvlgUPuXvPP06iaaSdz4TS/JqfCiI4OBgTJkxwGQACcAZxkOuOr/xezE32dJTwGnhLkNOCtzSN4hxulF6HyMhIUCbmGlAARsYpm/axYzkb0bTHIh/YhgIN2Jg+yL/XLV1m7hi590JCQoIgr56YIJl0EQKBSqN5qKcCv7ym0bmNDUQm1zfSE8IE3/npITSbBauMmZxpLETCnsHoFFg0ClNy7eK30KYgFYjHsV6LBgdnBcQyI3tNxTleWXQA0jNGg9LpNab9otFtsUn6ipb3kpI5N5tepsvsfC7sjoUatv0hoWEwRMT7JViMXs+7drzFA0+aUlLnXBAIMAin8GTBmuBr3BIaW1tb8fHHH+PGG2/E3LlzMWvWLFxwwQV4/PHHsX37dl+1keBF2AmgnmfyNdjGGW81V26CU9fm2q/ijY1McIHfDsr70w3Ugfu5Xwtw9v824f0tpa4L9xE1P0Y+7C04evQol7vLaHC9Ii8WEtsUcjvy0wbwYX285O4Uv18ERqqbW9k6mrhJSW9vr2RSfOsZI3BmBm+FnmdSp4REG+tC0+hO9FS5Iv/38V/c54JqsYaC5urV4i/mTt4zp9AhbVRjZy9XgrbT0FHOKKGummG321FRUcHl9PQUb4qm4mAtukBmISIwmjFLZn6TjGDk8BHj78nIyIAhNAqGcKnm5+C+fGdUUccj0txpxjUf7Mb1H+4GIBVgNbVf46jr2qfR7VMDkBc2ZTV7MttYv1sWvsZfa3tVNY08gVlgRh0QAmNIJBKTUkDpDR4H6+FbB2jVNAZ7EHyHq0vwzdkOOSsBQ3gcApNGIdDFwhcfcTRb7ryaBE5Hq0T3zcQTnrrNNkYApe2CstEJ/ZeqR4IbqVJcXYfOXqdgLE5PRXwaCb5Gk9BYXV2NpUuXIikpCU8++SQ6OzsxadIkzJ07FykpKdi4cSPOPfdcjB07FitXrvR1mwkOXE0S5d6HXMJwnTbTmxMZuYmIq3xR/EG5sdMsW2ag5mp8ZxNjKvrCb4U+PY/NZsPhw4cl22NjYxEcJUx0zH/HRTnMxrQIP+LV4tZuoYbPaDQiKChIYIaakpICvV4v8B+Ue2mfN87ZRlOIvJaRj92RzsBmk66ej0kOB0VR3DnZ/WMnZCEpKQkTJkyQ1CeeoPMnkLLJoN2InirHpiKniWqoaIJN004/KjWtzIQJE5CRkSHIUeYKtXQG/HNVtXSjq70V5rpS2DqaXWqHqqurUVdXh6KiIs1tUWxjn2tgYPuZLjAUxugUZx5QvQH60GjIyYyU3gBDJNMX+b85LCwMgRFxoAzy2ly26A5HTl7WzLPDbEN0dDSXK8+99ku3sVrpv0qb3BAqPbuicse5Mi1dvngsTk+PxdUzhL6EfLcEl5pGLsK4hjbKbAuIikdsfLzrg0Xwf9rskc4on0paMvGYuWCCvIWFFgR+2fy0J7wIQuwCny4oDDqdznmdNPSDv1SiuruCe45EFzuGZ53S0NEruF8URSEuLg56x2LkQLKskmuK2jW022m8ssGZPkR8/EBdsCacOGgKhJOVlYVrr70Wu3fv5gIZiOnu7saaNWvw4osvoqKiAv/85z+92tATDW+YPbk7PvBXu/UUxcuZNfgHGk9+gnzCaPVjNhZKfdYAxm/mlwNMWo/WLgvCA92fmPUXvTI+ZN5EKbl7YmIiTGFVMEYPgaWJ8V/ccaSBi2rHBfBQuZlxcXGw2+2wlQgDMiSmDgd6nMLPxIkTJccGBQUhKytLMAGVO1U4b/VWbZLLHmsxd6O8vBwtLS0S87gQR7CbpKQkHD9+nJvs8AVJMeJ5oetAOOxxfX+ObSINro12ahrlIliysL5x7qBmZsoIUcz+9PhQNNcw/cXa0ejyGa2pqVEvoLV9lPfMU5mJOA1Kb4TO5DTnpWnAEBot6Gem+OEApRP2PVE7aJltALMYWNnMWEv8kH8cS88YISjW1NSkmGDeXb7dw4T9r2t3TtJdXS5XfZmmac2CpVxd/C3Xnzoc158q/a18v1yt5qmahWKZ787FEe3PJ/8a6HUUYkJMaOw0KwqN4q1i32N3EGir9HpZS4OZw2NxlI4HRemYa+jGCnR8uPxih3uaRuGVpigKYQEGtPdaYbXTgrFQRzF+41RhsdYm+ha7jTNRlf3NKg385UAN/ihwzkE2FtYhMTyQM8/2dOGQQNCKppHl4MGDeOGFFxQFRoCZkF155ZXYtWsXrrvuOq81kKCMu5YIgrxXFOWMJub3UdT3uNJmaGVLsVBY+fzGGbhiWiqevcgppIgDmZxs8BMp82H93HQmpylTQ4dTW8tOBAKCQpCRkcFtHz9+PCiKQkZGBoYOHQq9Xo+6DqGJU7NFmzmWeLKxrUQ9GiDbR/ir7OKAEN0dbaivr4fFYhFMGnWmIAQadQJzQJ2GZ048uXTlB5Zb3gIAeP7XQpcTU6XdbN40cded//IWVDtSH3g7aKmappF/nyjeWAUw98Rutwsi4SpRV1fHRQh1l73l0kUAT+ns7GR+J+/H0rRTFOHPuymdXjoplqmToqSvb35fMcUOk+z3FLl+VSgXbMWl5k6ZuvYeTH9mA579RVuaCE/7I+v/BgjTb8ifw7GQpTKk8yPgituk9R3DmrD/c16G4zh+G5zRhhWFRlH7SlxE4VVDKCBTsufsCkni+l+3gn+tEmKTSvnzymPnXWsx7H212uyCRRUKjNkwe4g/tHH858fOi7ot95vVWndclL+zvKlLNvUNgeArNAmN/EmSkhZBqTzBd7gcIEQDK99sUqej3F5FPdGQW9Eel6xujhgmMt87LT0Wz148ERHBRi7AAjERkcIG2eAicYYxJldX86K/sXO54JhkhIWFISMjA2PGjEFAQACmTJnCReOMjY3lAspwx+oozn8xKipKc7vey2mSbBMILI7/s7KyuG2pqanIysrinpueLueYyE4STXFpMEQmYuyo4VxESjbtgT4oXN2nUaU9cs8qf4LY1q0cgVPpeAD4eX81csubJZpGPt5OdeFUTkjbxFeUMIFwnN9rqo9j7969OHDgAKqrqwXHWa1WQRCeiooK7N+/X7OPrWIj+wh7fltXC7eNpnnuApT6qcSXngITXEUfFA59SCRvO1+6lr7ePX03uxrStA55akLa+1tKUd/ei7c3MT7jaY78rWKfRBY5zXe7gm8zH1b7D2gxT2VQ9Wnkyspbrmipg32vhAQYJO2y2WmXfsvi7eLFTXcQC6D8qqdOnYopU6bghwPCqMvuuLoo9RVNmkbufNJrbXUECTpc047v91ZBHxINymDCkBTGl1FtkcrXKJ1Tbg2gtEF5js0GD2MJMuqFgZLI3IPgY9y2YUhISMD//d//YevWrb5ojyIrVqzAtGnTEBYWhvj4ePztb39DYaFvfbMGOq6GB/Gwyh9P9Dqn077cwFXe6OEkqx/wZFw0y2j/dBRwyrAo0Tb1SUQwb8IxQhTtkH2xn+SKRllYXzf21ulDomCMTsHp0ydxZViz2ZoOxj8xLCxMNmdcQECAoM/qAkNhtdFIS0vDsGHDuHQCWtCHyiSGBhCQOAoBiaO4mYZOp8PUqVMxdepUUBQliCRoNfcKDwbjj/bsJZOQlJTI+ZDFxMQgOHE49OFxqn1YvI9vRu1y8u5iVFA6/u6v83DRm9tVTZddaWXcRS0QFwWn2kZHCSdSfPNTfg7QnJwc5Ofny2ogDx8+jIKCAlRUVGjSUHqDtrY25OXlobm5GQaDATQgEPCEikdtvnX8YwHAEBGP8JgErh/LDV+5FS3cZ6Vowq5wNeRqzZOoZnoqjYjJdLh3lpwiW15uTNcyada749PohmkpIyDKGai6D79dX+2u4NqsmCvTo7PIwxdAKYqSCKQURQki0DLbHO3og9Ci5Ug1TSObsuaur/biX9/tA6U3wBQ7FAkJjE8p547jcQs9h39dbLyI23LX65E1ylHHxYvWqVHBgmfqZLAaI/gXt6cBX331FVpbWzF37lxkZGTg2WefFby4fcWmTZtwxx13YOfOncjOzobVasW8efM0aT4HOv/8Nt+jwVbumCve3cF9buuxIuuJ37hyfDMTPc9cQ24U3XbE85XKgYhcNLl9la2Sl7CrQTfI6Hxkvr55pmCf88XuHanxqbWHcM/Xe/tscrKxoA5py34WbLv6/Z1o7ZKmh/AF6enpssE3dKZAhAU7TVVZs15XKTd0Op2gyxojE2Gx2WEwGBAbGysb5U8JitLBlDASpoSRMEYlg6J0yMgc69yvdrCsyTO43GNxoVLfHYPRJDsRU6vXVZ7G8yc6I5b2ddLw2h8livvUfBr7glyTdTqn+aWOonBUZfW9pqYGHR2uzfE6OztRV1fn1mJjX35xcXExbDYbjh49ipCQENA0QOlF0Q75po0qdamZKHeZbTCEsvkbKRjCYmBKGAlKp8fQoUNR1G50nIPyKAgOoH2hzmU0UpV94ry5tIqAAAjTK7AoCVV8eq3O48QpC8Swb8mCGuVIvGrXhjFZ5Ux6lOvgzuf4X9QsNaHMbLXj+o92K1fuJuKxSU4Qf+KCcR7Xz1/YuuXMEe4eDMC91C3s9ee0oX7WxtE253vX3fHaIPJVveHUNMHzQaKnEnyN20Lj4sWLsWrVKhw/fhy33XYbvvrqKwwbNgyLFi3C6tWrJUmMvcX69etx/fXXY9y4ccjKysJHH32E8vJy5OTk+OR8voa/OvRdTqWqSYIScmPfzqNCc7vWbguO1DMTKqF5qnpS8Md+0J5jbzAgF/SmSSawgEufMMf/iyYmIT4sULCPC+TiBZnRZqfxwdZSrMk73if/FAC4gZdSgWVbSaMgCpsv4ec5FF/fQJ7mNikiCPrQaE3aAnGf1TJZVIINla8LCIYpYQQCAwN4+5SPMwT8P3vXHWdHVbafuW17b9m03U3ZJJueJZUACQkhLFWQIoKgFFERhU8RRAUEBaUXpQgCCgoqRYQlJIRAEtI3ZdM2ySa7my3Z3tut8/0xd2bOzJyp994tYR9/mL1Tzpw5c9rbnpf7/pI4Roaz/gDAqKRoxT0i+ZR6uXJrIWm9oN2XkypaY0uq2tQLRmha9sxE5fuEApsGgY8k/tpGj6viUVtbi5YWbdZjEl6vcWWJVbZPjQKFP0liMi7uih6nSKsHrVb2mATExsTCHpciXJ+eno4LF05D1KhJcGVNRKVFDxKrFmw5tCx7afGisqjf68fxph7Ne2gbZL8BN490QplDyz9JwhuczMemqKeUINtGGdOoWx0q5O+sZSX7cF8dSms6rD2IArtMsUBbE3mmax4ie6o++OLS412494JpSAi65JLPYVkWZfWdinykgpLFhDqH/wZ8XOjQ8uAMrTLz81KlQuPQerkRnIYwxJ5KQ1paGu68807ceeedeO655/Dzn/8cxcXFSE9Px2233YZ77rmH6loWLnR0cJNkaqrSvYyH2+2WuCLxebt8Pp+pjUMkwNP08+j3eE3Xyec3FoDu8XLv63aL5ft9PviCichZKDdSXkoS4cFuMx7+4HufPTkNe6s70Nnvg9+v/U3VhEE5aY1Xp2/wbc6yrOI6Piav3+MJua18RL363Fzf4MsM13do7uqPyDclFUcxMTGSZ8gXNRsbEK9nWdgcLvh8Ad16ZedMBHAc9hguztFtYfwYqX+8y65aLmPjps9AQHyHMWNzwDAHAQApMer3erzq9fXIjvPjlHuWX3EfSwQh3fK3XXj5urlYPoWLXZP3GattNHtsEmIdYZ4Dgl3B51WOuY/3E7GKLIv0eBeq2zgSCJpi0ixjqtH3kM/TZsog6+nxeIK/xR2ex+sVxgMb8HN/a/gAa40jAHAkZWHi5EkAaoRj75ZUY3SiuMH3GBgntL7i11lr+DQNAb/22A0EpOWQ1ya4xHe/971S4tn0OdlLqZOb0pfksAPYce8yOGwM/H4ftF4t3il+L7Vy+U/h9/vg8ymFUH+wHwSgXDN4BAQiKq79/Io+zgbroHy/7j5td+vefrdJNlUbnKljBHOnx6N8Jvkdp2TFC32dZc2NC6/XKwwJ8t0+OVCPO94pRdGMLDxz9Wzhej7mmmX11wjheV4fvAwrjGWfTh+NBPx+lbme0raAehvKjydF2SRy52C8m1WEez8TCiJl7DodYVlorK+vx9/+9jfB4vfNb34TN910E+rq6vDoo49i27ZtWLt2bTjrKoBlWdx1111YunSpJqPrI488ggcffFBxfP369UhP107aHWlUVtlAGno3bdyIYyZl7NIGBtwSqI2tmzfiWDTAhYpxn/zTNWuE34FAAMXFxZJ7ZqTYcKBNutDIrxksbKvh3vvgyWbE2IBOMNi2bTtaDqtr2ZqbpO0NADnxLNo7OkFu5LZs3YrGg+rPPnSKe/apujoUF9dIztW0c237xeatqEsKTePH7SG48jZv3oQKInxy3bp1JkujD/Pq2loUF1dbqp8WystFF8e8vDxUVFQIv9vb7CDbe+3aT1FxnLv+1CkbbNH5KD9+HMXF2lbQw6cYLuYwiM27DyGlxYp1XNk2X3zxhXB8PNuo2u9PVp4AYENFZQU2d59AUlISvHH1wr1ffr4ecTJvQHc/9/6bN3+F6gR6jchxCgCbN6wTfh8/fgLFxVIX0vKT0r797oYS9B2XKkP4PnOql/7OevB0t4V9/Pf1cm2xZesWnCI+Xa8P6HGLdWxsaMDEJBZ7gnOdXjx9TEwM+vr6NK/RFjLFZ5eW7oPaHKvXHuQ4iImJwcm2PoARE4x/8ska9PVxbXDgwAE0NQVgi6IrQbvdPsnzenuk44jH+s8+k9T/zc/3YV46K7zDjq++RJnBzCjkPHOsWjl/kmhoaABgw4ED+1HcVKp63ZEO6ZpFvtPeJvHc+3vEkJft2+hz8qkGZZ0OHjqM4o5Dqs83i6puAHCgt7dX9Xv3B8f0V5s3I97JXc/D3d8vzCc+n0+1jFP13LscOngQxa0HwHneiuX09fYCYLBlyxbUy6a5A/Xa+4D/frwGsSaGfGkDI2G4/mLjRhyThu/jGPEd+3u6sHnzJgAO+P1+/XHRCQAONHd7UFxcDJ+Xa78vN36JsuBjnz3AHSs+0IDzE8Tyamu5djp8+BCK26WdYlSMHfV9yjGxdu2ncNqAI7Vcnaurq1FcXGWkKcKGww10zcSXm/h9n/QDqbXhvTul4764uFiYQwCgpaV1yOzTjML8fib8aG4+vcKxIgnTu4f33nsPr732Gj799FMUFBTgRz/6Ea677jpJUuc5c+Zg7ty54aynBLfffjtKS0t1Nw/33nsv7rrrLuF3bW0tCgoKsGLFCowZMyZi9TOC0k/KgLqTwu/YnFkomj9W4w4l2ndUAyeUSdTlOPucc5CbFofmbjew60sAwEUXFqG5241fl3wJFgyKiook96ztLsWBNunGSn7NYOEnv+aUES1uBpMy4tDQ14OFCxdi0QR1q/MbtTuAtnbJsUvnT8JH+08BfaLL1sKFi7AwT72chi1VeL/yCMaMGY2iImkuwJ9s5ep1wJuFnxbNM/taEnh8AWD7ZwCApUvPwrTsBHi9Xqxbtw7nnXeeqdikh/Z/IUltwSM/bxyKiqzHppDo6+sTrLk82ca4ceMUbI1/rd4OdIuuVBcVXYA9e/YAAE7uacL+SiA3Lw9Fq6doPq9xaxVQKcamTc2fhKIVkzTuoIP/ZiSWL1+G9Z2HsOV4K+bOnYOi2dmKawDgnwf+hcPtzZiQNwFLZ2ejoKAAx1s9wL5tAICi1asENkQej5VtQqu7D4uWLMHcccnUclu63bgvOE4Bbtzx9bxmRSGW5UvbdOuHh4BaUYFRMDUfRcu4WCF5n3lmfTmAE1pNQsWF86eg6Ow80/dp4ckjm9Hs7sWiRYtRGCSkauv14PfFRwBwlkbG7sDo7FRcVDgG71dy/WTp0qWa5c6bNw+7d+8GwPXB6mqpYoRhGM31iewTs2fPxpvldGWE3nzI14FHWnMP3lrbIPw+f/Vq/PHQJsDjxuVXXo2W9Qdx/IS6+yj5vF/v+RyAUjt+/qrzcO/ODcLvgknjMW9CGv56dB8AYMWKFQoGRjlo88yx9eVAjdhv5o5Lwp5qcRxnZmUBbU2YOXMmis5QX8dST7Tiz4d2Ud/Js7eO2tZLFi/B3PHJiuN/Or4F6JS67k/Kn4Iis3FyGthf24En929HVHQMiorOpl7z8P4vAK8HS5eehfR4F35TIo7d2JgYLFt+Bh7euxkOuwNFRedTy/ikcx/Q0oDp06ejaNF4uH0B/HzHZ8L5+Lg4NPX3YuGixZifKyVva9tRjf9UqO8DVqxcqXAn1UL3rhq8fUIUvC8vWok0WZz59opWPB/8jikpyTjrrAJg91bYbHbVd+Tx47f3AeDGQVFREX6z93P09flw1llnY1ImFw/+es12oIvrX+esEOfRtV2lQEs9phcUoGixlPCsIbkKv/9EGa+8evVqRDlsqNlUgY9OHsOYsWNRVKRubIgEmAP1eGWLUkF71tKzMGVUgmId4seF2+1GRUUFxo4di/j4eOp1VXEn8ORnnIIqLikJF1ywMPxu9RGA1f1MJFBbWzuozx9OMC00fve738U111yDr776CvPnz6deM2HCBNx3330hV46GH//4x/jwww+xceNGjB2rLWRFRUVJ6Nc7OzsBAA6HY9A7qVcWetHrDZiuk80gneF5T3+FikeKYLNz2i67jSNEcDnFSjgcDslEI4+NBDDobUYDX2e7w65ZP4q3LRibTXHcZtcuh29zu82mel1FS2/IbcUy4reRv5vT6TRc/h/XlAkCY25arCSmaWp2Uli+KcuyQm7GyZMnC8yiycnJyvJli5nL5RKuT0nPAiobwTDqbSsWI+37MVHG20QPTocTtmD5Do3+wL+KzcaxqUZFRYGxiRrl2OgoOGVEGzVBF8vb/7kPO+5bSS3X7pBODk6nE1vvPRdHG7px9uR0xYbgVIfUPS3apZzf+D5T36Wfs9BpZxTu6fHR4WtfHlWtXF/cdbIDiyZlouA3axTkJs6U0bDbPchKjsNj35yJwrlz0VvPCS8FBQWoqakR5nUAmDp1KpxOJ1JSUtDV1YXMzEyMHj0aPp8PPp8PBw9y1gmj7+JwqFtw9MogGXYBbm4J9HfDHpMYvN8heJbFxsYgLjkNDNNv6Hnp8VHopKSXcLlc2P/AKsx8gNtcpsVHw0YQQ5lZ+8h5hp/3vrVgHM6dmoWFE1Ix6wFxA8v3Sa3xwj9f7Z3qO+l90+Gk17mmXWlNZqE/d5iBSzbv0sAGrTxOpwMOp/T9GIaBk3hntTL4eDtHcK4n538AYILn7ZT2degQf9nt5vY7TDDxfG5aLJ66eg5GJccpriHbhWEY4TcLVvdZVa3id3M6nWLfIfomqZA44/cb8NL1hVgxLUsIUKT1M7V2cDmdcDps4vkQCKGswm6nb7VtKt+mqqpKCMECgBMnTqCwsFBxndPpxK3nTEJlSx/e21OL0ppO3PD6bvxTRtI3lGFmPxMpyOclPWzcuBGPPfYYSkpKcOrUKbz//vu47LLLhPMPPPAA3n77bVRXV8PlcqGwsBC/+93vsHDhQkVZLMuiqKgIa9asUZTT1taGO+64Ax9++CEA4JJLLsFzzz0nMdINNEwT4Zw6dQovvfSSqsAIcK44999/f0gVk4NlWdx+++1477338PnnnyMvL7xa74FGyUkpYYVLh8WNBjMOkB5/QCCT4APDJfnfZIXlpEUuHjVUfLPQnEUWAPIo78NCzO3EQ49RlG8nLUKH78g0oFZAkiuEEtv+5y+OC38/duVsybmGzvCkHpDQiRMBQnraztXTOYtkXl4eMjMzERvP+Wsa4bSRE0cZZcTz+gP4165qVLeGnlJGeCSx6SGZc5129fdv7FJvexrpSHZSDM7Jz6C2qTy+Tc6wR2LZFP08fZfNkXphpMQ6sXBCmu59VvH42qMA6GyYYESm3GnZSZg2JgXz5s3DrFmzEBMTIxEYAQhx9Pn5+Zg7d66wGZALS0bzNmoRbng00pMAULD4shCZdQE+TyP3t40xQ+0BBUEIDxsDJEQ7ceOSXMlzQgVfhMtuw3kFWUiMduKBiwsU1+kZOOQx5CSyk+lkM2pzLa2/hDtPHf9obYIRkgFXRlhEHDNTMzmBDo0IZ1dlKzaUNeqWZbZF+PknPysBc8enUK8hp5jmbnPryGVzRkt+C6ymKtf7Aiz+u5dzV+bneRuFYUiNdEggwjHAYjvQUCOYIgVG4VqVPhjttEsYtLeeME4KNgJr6OnpwezZs/H8889Tz+fn5+P555/H/v37sXnzZuTm5mLVqlVoampSXPv000+r7pWuvfZa7N27F2vWrMGaNWuwd+9eXH/99WF9F7MwLakkJCSgsVE5UbW0tJiiujeLH/3oR3jzzTfxj3/8AwkJCaivr0d9fb1u7MpQhZyO35LQaGLy8/pZIpG0lIIaUM6jWvnaBhtTR3HChXzx0cIHe5VpYViWVbAy3vH2Hs1yhM0DZYyvmMqxZspzKVlBJEjQ5GlHzC72RkDGBlAnwuCLvXrDGXjxek5zmpqainHjxmmy+crx1vaTkt9G2+uNLZW4+z+lOPuxDarXcCyW+mUljxrPXR/8bbPZkBpHMq9adBEy+e3l7aUlQPNtPCFdaT3gQTINRztt2PObVZiWnah6fURhs6OzT6rIIVNHTJ48WTg+Z84cSZvLPTHIc3rELuI96udeIBQyRkHGinEg5mQT3WX6mCTqcZroSW5M6zvVLZlaEKY9okGmjOL6xKTMeMPjL15jblRLF6AlaMrhC3OSXHFOUr9GzoBLwugUIF9W5IIy/4sc6998cSu++/pO1Hdof1OzjJrit1a/huwH1a3m9mB8H1hVkCUpS6uacQLDavD5lGtogiRA7HcMKQAig8Yu6TdiAzyhnvJatflb7u5OQu3dRxAZXHDBBXj44Ydx+eWXU89fe+21WLlyJSZMmIDp06fjySefRGdnJ0pLpfHe+/btw5NPPom//vWvijIOHz6MNWvW4JVXXsHixYuxePFi/OUvf8FHH300qDnqTUsqah3a7XbD5TLuN28WL7zwAjo6OrBs2TJkZ2cL/73zzjsRe2YkIY9LkOeoMgIzk9/B2g4hFQS/KSQXJvl3HcpCI20DYwUBllVsomissZJnB/+lbc4cQctSKOkfIgn5RiQcwi0ASa5U0vJDc5+WGedk9QteYyVnqcHrnvnsWPAZ6tcY7VfO2HjFsbz0ODxy+Uz85Tv0hOQkrnppK1XwMG0ZkN2glZ6C75taSipyAzLYXZlhGLoFMojExERMnjwZs2bN0lVakv0xHO5QXx7VtvLIBVOWhSQBH2lpNDuV8WmUAEji/eTlsKy0f1idm2gWETJ3oNa8SELLQ0OtbnoWXRLh7q9iihz9gulzGkO0k4nnyvYDx4Jpl0oq2xTX1nVoC21mp1P+cq1vJc/ZauYd5UIpX9KmY01Y9tgGPLv+GNLjpXvJ+ChubAc0JFravH1l4VhFWw7GlNak4llCa69AX6fyoHA9vfZa32oExtHV1YXOzk7hPzL7glV4PB68/PLLSEpKwuzZordXb28vvvWtb+H5558XeCBIbN26FUlJSRKX1kWLFiEpKQlbtmwJuV5WYXjX+OyzzwLgBuYrr7yC+Hhxw+T3+7Fx40ZMnTo1/DUMYrATsoYb8jHOB4CbAb85zEuP083zeNMbu/C/H3MEEnb5bA3lYlvVYj5v5ECB36KEOk1a2WBoaWEdwU2p3OV1qMBuY/B/5+XjiXWcO6CWcGEGR48epR6nKZFIrbwc/KIfynfRQ5dbn1pbaoHXLpixOxRv8q0F4w3VZUdFK3ZUtOIHyyZKjpvVhMuv12o/nrJeixiDVGBFct5dOS0Lnx1u0L3OFs15FqgxZZN5QPXgcDjCRq9uSQAjJo7WXg9ae7g4PhvFtVELJ5rE+TkvPQ57TrYD4NxH5QiHZYVWBNWtUOcVtE6ruZaqVf/GJbl4fUul5Ng3C8NLcMcPBU1LI/G3/P2MflG5qzsJl8MmCM5PrDuKH6+YLDmv93l3VbbhghmjDFuj+DGvJYeoWUKN9DTBxVRmAXzu83J09Hnx5LqjSI6VKnX4sSaGh9DqpDz2o+WTiPOiRZNlWeyr6UC00waHzWZp/xUO8OuLw8aI76iSnoM7GQAYpXJMLsSPwBoKCqQu9/fffz8eeOABS2V99NFHuOaaa9Db24vs7GysW7dOkrXhzjvvxJIlS3DppZdS76+vr0dmZqbieGZmpukUU+GEYaHxqaeeAsANthdffFGi1XW5XMjNzcWLL74Y/hqeppBvEKJ1kgzTUBkU7KZlJ+DtWxfh3vf243OVGIdut0+MaRQsjeJ5cnPc7/XrWtwGE+ICG1o5XgvWVC2Blbc0mnGnUn1OGJpfXg8bA/x4xWQ0dbvxt61VYRMaLUFFKw9Y2+QOhssRy7Jg7OEP4Cdf5bpF+gLo6CSpy6NWW/DjOtqpYWkkNiCRtJr/YNlEfHa4AeNTYzXdCnPz8lBYODdi9dCCltVZS1GnmtuTsDSe+ejn5BnT1kYe5+Rn4L3dHPufnmBgdZhoeQhw5RorWMsi4lfpA2qKmwcumY7rFuVg5ZNfAgCeuWYOJmWq5LGxCCMujYKQBWV/kfAGmLRx8YLE+NRYlDdKWWLJ9tazMv3oH7vxhytm4ur5xpRZWoo94Znmo2nE8oP/itXm/ugg3ND9wXlqxphEHKjtFNaqgEbdaO1AcjOQ33LdoQbc+vcS4VzJr1YiLV6bVTic8He3wZGYLrzP0snp+OJIMN4toJEbtqUGjuQsBPq6YI8XWd5HvFPDg0OHDkkyK5BEmmaxfPly7N27F83NzfjLX/6Cq666Ctu3b0dmZiY+/PBDfP755wJzvBpo6w/LsoPKjmt46FdUVKCiogLnnHMO9u3bJ/yuqKjAkSNH8Omnn1KZgUZAB82NyCxGJUYDAE519CMrMVpBiy2HqOHj60BaFMTrTunESAw2qK5QFtrPCtmPlqWRd/sNhzBmdoNBQ7eMXZH/3lnBfjMYQqPWexnR6quXGz7ozcfPf34Mz3x2jOiH4QX5Lj8/X997474Lp0l+q8WGAeI3d9hteOgyuuXObqPPC+EGbxXz+gPoobigPnX1bCybkoGfWEilEg6cPz1L8W1/fr6YCoaff2mgClEabWl203fT0jzh74tmjcaVhWPxhytmUh7Jyr6hRfdUymZdWD9YGB4LWmNLTUGh1QcnZcbjt5dOx7ULx+OS2cZj3I3CSLydlkAdyt7uw9uXYvX0UXjxOmX6JrI+RhRmr31Vafi5rPixVaGwNJpw45X3JVob8R4hBcFYarFvSPcw0jpJf88dnyzZ45DW0A/2SlMsWI31tQreBZXWXv6+LsXazYP1e+FtqYG/twMPrhDJb0ZiGsODhIQEJCYmCv+FIjTGxcVh0qRJWLRoEV599VU4HA68+uqrAIDPP/8cx48fR3JyMhwOh0DYdsUVV2DZsmUAuNRlXP5bKZqampCVlWW5XqHCtL5ow4YNSElJQXNzs4K5bgQDC34enRokJNDTOPLuP/ymUOKGR8xdNW3GmSXbez0DLnyQgpvRRXk2JSfe2fn6TJJqoGk6nbx7aoBFv9ePbgOukGoIx2a93yfdiPP9g/93MGIvjRAZWHKJDKN0o6Vh7+j14vG1R/HUZ0fR2u0BGCbsWj/+/aMcNiTF6Fsy0+Kj8Oy3REuc1mflLXoOG4PrF+VgJoVQxW5jcMEMLsbiCRnjbjjhdHDt1t7rpVrnvzF3LF7/7oKwW48AY30sOylGMb9cPk/UQmvFWlKfqSGwMQyjGvdEw4QMkcjIbmPw2JWzVS1JpFAR6jAh24MkozQaZ96kQb6lJvzoVfk7i3Px+2/MjIj23Zz3g3Lm4KyP+nfSPFgKRifixesLqf2frI2ReVyNbZdeFyjqIge51yA5nIy0Et+WRtolKpjyhrc88tZIuoAuHvzemXl4/4dnSutsEzusU4NheiDAstx8x386vnuxfm7P8P6eGtptEsxMF99hJKZx6INlWSFG8p577kFpaSn27t0r/AdwHp2vvfYaAGDx4sXo6OjAjh07hDK2b9+Ojo4OLFmyZMDrz8PUyGlvb8ePfvQjpKenIysrCykpKRg1ahTuvfdewxTmI+AgH+JWFvN3d3MTyz93cEySei4jv/mAy1EmFx4A6YbGaF32Vrdjzm/XYeIvi41WOSywEtMoJxp66LIZyElTZ5BUfbbGgmcPuqd29nux9A+fY/7Dn+GUDkmB6nMs3SXFlnIp9TYf98C3hZZFKlTk5ORonqdt8EJhtxso8bfXKyoCPP4AHAkZsDscujljtbBNRpFuhL1QjotmZguChFbaAX6DySuO7BQNtd3G4NHLZ+HNmxbisrnhjREjwccA93n9eLdEf5M00Ihx2RVigIOYZMek0FNEADAdN2ljALfP+MY+WiN/pBzhSblhbM7VO+8nwh7kZHC/Ly6j3jMYruc8RHIu9WuMkmqF8zXINtld1aZ7fWVLr2GlhBg3qP41SZnrkW+IFm5zRDhK5bUcUQ5REXukvgs7g0RAtKWrrUfM80lLd8QfCbDsoAuNPLo62tHdLboee5oqAQAndDgq4ohwpr6+PoGNdQQDg+7ubomwV1FRgb179+LkyZPo6enBL3/5S2zbtg1VVVXYvXs3br75ZtTU1ODKK68EwFkRZ8yYIfkPAMaPHy+kE5w2bRpWr16NW265Bdu2bcO2bdtwyy234KKLLsKUKVOo9RoIGB45ra2tWLhwId544w1cccUVeOKJJ/D4448LySbPPvts9Pf3Y/v27QJpzggii6oWqaCup2ndUdkKgLA0EpeTk7CRRbqpy43L/vSVwZqGF1Y21XLLwiwVynrjz6ZZGrljNa19aO72oM/rR/H+0AOWrW422nqlybL5KvPff1N5s/yWsMDpdEoCvklovQu/SalsNq+ACufGkvy08mJJtyFfgAXjcGL85GkhuYv8YQ19s2yGGMVmY3D2ZM5yrmVF470C+E0TTWgMsCySYp1YOjmdej5cID0UHvlE2ga3L4+MSyovzHV1dYFlWQQCSgvn3aunYEpWAr5/9gTFOXIzqqV0OXnypOKYpnABBpSqqOLCWdmYPTYJt5yVRz0v6cOg/20KlDlXsC6x4XCm13/2YICfk7S8RkjrlyLlhsHnmF3TyL5U225MMfnK5hOGrjNiCSTXv9goh7m1mC9DKEv9WjGUIoBDpzqE4609HsW1Rxq6hL+XTVESiHiCCouK5h4FcUyk9RK0d2R9XlRXceFd8sfrWQ7jgszn3d3dOHToEMrLDiDgGZ7p54Yjdu3ahblz52LuXM7D56677sLcuXPxm9/8Bna7HWVlZbjiiiuQn5+Piy66CE1NTdi0aROmT59u6jlvvfUWZs6ciVWrVmHVqlWYNWsW/v73v0filQzDMBHOb3/7W7hcLhw/flyxQfrtb3+LVatW4frrr8fatWtHhEYDkAsd4Vh2je7v5KxlgHSjaWQD/uS6wcsTYwXhMqppUeTzSdU9hKvdQx8dksQfGUU4WCvlbsN8ritnUHtrxh3OKPLz85GQoO5OqOX61Bd09+sz4UollBvGRV9rGD33ebnwtxVLbXq8C83dyg0PCStKEfJ6I0Q4gqWR8pCXvjyBey+YpjgebqilfLli3lj87PzIalKrq6tRXV0NAJg3bx6am5vBsiwyMzPxw2WT8MNlnNBKNs+qgixhjAPaboE0YTQ9axQAem5HhjGXmD7aacd/b1+qex3PFEn+tgIxbk/qlsifM8K4aRWDaWls0Il1I9OBdPZ5kR4njYGyEe7r4XwLK21idlxrfUpy3nDazKi3KNwKKnf/ZMVkSRorkpV8QV6q4voFual4b3ctJmbEYfHENMX5F77g5u6y+i4slN0f6T5GDXH2e4X9REvlYXgaRaGXb5uYmBhMmjQJp06dkuRA5sMK+Hx9DBh4W2sRNWpg47+9Xq9q+qK9e/fC7/ejsLBwQOs0EFi2bJnmHu29994zXSatvNTUVLz55pumy4okDFsaP/jgAzz++ONUjfqoUaPwxz/+Ee+++y7uuusu3HDDDWGt5NcBVuasq88YB0BMcm/Ur53XTJKTNbn/USMy5Dv1G1sq8c8d1ZJzAxnXKLLVGV+qwpU6QJM9NTjTh4U9NeQSpJvaZ66Zg9QgUdIyIpYznCkVcnJyNAVGErSuOiaZc/eLcem73mUlcpsznprd6FvQYvjM4CvCOsu3r5kN0/PXKkkt5FrzgLCpMrcD56//04bj+OX7+6nXfLy/DgBwLKiVj6QlUQ+jk+nunQ9cUkA9HimcOHECJ0+eRHV1tULYI1uHYaSWRp+GaVBezrhx45CRpczFRZZNzqE/Ple6+bvtnInyWwyDHOJWxzvJEKoFvS6rZcW3WmYk0UKxaJEghY0uCnmJYcshf73B2YRsuwW5SgEqFBiJTyXnJofM1VOvjyncU1UewzBEKAXLShjdz8hJUVz/jXlj8JuLCvDidXQhhVTWvbG1SnIu0tsXefmMPagwCzYGy0LiYmpjGMycORMFBQVwuVwYP368xHvn2oXS+OXBSLnR1taG0tJSlJSU4MSJE5Lv7vF4hDy1pLA7guEPw0LjqVOnNE2rM2bMgM1mw/333x+Win3dYGXOSgpumHkXDpq2LCVWnUhDMs8YcE9tDFqm7v/woOJcOAQlszAzTyombYtzrJYViNeKdvZp5Fky+ZxQwG9Cv7VgPC6dI8amkRaecAr7SUn6ApnWhiIjgRMES2vadctJC2r0M4P3fFXebCgJeKoOwzAA6s44EGDx180VmJotCsVu3iJqojNNH63MKSh3M9eyxmqBFAD/sV3pHgkAB2o58rJ9NR2Ke3jQWDgjhcUTpBaBlFgnEqLDn8ZEC+3t7cLfcrdSqTsmI5BdAdr5WEmhsbCwEJmZmZp938YwknmXHws8UuOst0k4vFjoaY4Y6bkIYX6YhSIzoI1XTVAGrXAojO1EflOeUCrcZWtNayR/gsNG8cs1Un7wt9qdDZ1ugbzG52cFJU3RzFFUgTbKYcf3luZhchZdcfnNQvW480grveVjnyO8YSFfsfiUPIyNkeQ5ZhhGkuaOj/UULwhnbY2B99QAOAGyrIwLMejp6ZGcq6qqgtfrRUNDA9xu92mXc/3rBsNCY3p6OiorK1XPV1RUUBNRjoAOZcoN8wNJcI8LlvWvnUoyibZedQFGjQjHittdJFwd1UAT3PRqHC73Ey2NMN+eciEgpAeFACG9gkwwIAUFNRe72tpaycRvBGbYC2ntFx8UZvu9AXT2awvefK35Ni+t6cBfv6ow/Hy9usnf5ZFPDuO3Hx3CVwS5kB5ZAQ1GCBiMUN7TYEURQlK1L8hNxc77VhrO5xYOuGSbn++ead6VO5xoaWlBTw/5XaXumGR7aVnEU1OVgo7WkJZbGsO5B5RYGq2WEfyXkbUHd05M66FnKZMnbdfDtQvHD7gSgUQMQThCW6PJdYXGdBypfGrktB1u5kytXIi0Zzrs0iv1ltqA2Jm4f1Tqn58VL6xd/oBoaXRYTBK5KKigWkJxXY20IOMPsLBFSYn3/D3tivHIs6pGRyvTgSUkikpZ+TcfDF4feS7a3t5enDhxAmVlZRJFHACUlpaipqYGBw4cwO7duwewliMINwx3tdWrV+O+++6Dx6N013C73fj1r3+N1atXh7VypzPk06SVKUu+cSZj6camxOBmnVg6sg5SIhzzdQklvYRZkFsrK+48oT1cXQvLL2pyl6bq1tCESKuWAn4TKrcmkb9pwjTLsqivr0djYyN1vJMwyxLJg9Z+c4m0KB0ayg6AjKESC3r6s6OWnqt1Dd88f9mkLpCa2bIpNMQAfrYqX/LbsqXRxOaRd20nSQbjox0KC1ekIVdo5KtYCQYSvMZcDr55eTfqvHR19mU+zocmPNJgYxhp/Jw8D57J3sBfz0I6n7f3ao9nNRiNs9U7P298itBuRma1WKdxlthIQKJYpcWlEcemjEpQvD9phNOax80T4VhbEzYcacQd/9yjOb8aqYtEaJQJcXoKWiPsrAAnsNuDZa8va8SfN3AxiQ4KM6oR8HfRcjLSiHXCicqWHjhTsuFI5EJDbFFxHHFNsC3kLeankNrwufwAGuESA5tTPW/sQKGtrc3Qdbzr6giGHwwLjQ8++CCOHDmCyZMn449//CM+/PBDfPjhh3j00UcxefJkHD58GA888EAEq3p6w8oaILCcBX9PIDYxy6dk4lcX0WOD+CByNSIcNUIGf4BVZWrTctUKN6wQhcgXsvGpSk2eoWcH/6U9enQyfdL+qPSUheeE3p7y9Ao8yMVazy2Hn9z7+/upAiSZq1VvI9PW49Hs5w67DdFOcyrT1h7Rwm2kDw5ieBT3fEqnlVsojOa8k8OMxeGLo40AIGzKBgvryxolv+UEFYOFlhbOoix3TwWA756ZC0B77PDuqTaifbXZU6FJkBSKOz05l7zwpTEGTUU5lPmIr5L8GVpgGAb3XDCVei4hSNQVS1hwBzv9nJRhXNvSSOYrpN0fDvDu9WTXMzNPfPe1nfhwXx2eWX9M9Roj6VXIOauxq1/ynl8ebdKsg8I9VeVB41JjJUolXhlb36FNTqQG/jknmpQeImoM1uHCZ4el81zAzdVBbU6gzeWuqCg4EtJhj0tWKJEGytLIWxcPHlSGKJmBVWXzCAYfhrva2LFjsXXrVhQUFODee+/FZZddhssuuwz33XcfCgoK8NVXX2H8+IFzaxruUE705oUEucbuVxeJzGhqbnC/WD0Vb3x3gaIOEkujymZoyaOf48xHP6ee8wxgTKOVPI18Wz1x5Wxs+NkyJMcaiG3TKIe2UE/KiKfeM1hsoC9+yTE1bjgiXbBIIVJPaGxra4PP58PBgwexfz+dXEUo165uFXh543HMfWidQIuu9u0EC4nO+/PnSUFx4YTwCByhxBJagfxV+Y2o2XJLiHxterGbfOoQcpoYjP25SzZPpRiJOR0A8KEYlBA+YW7VYk+lWcK15nj5fBLqt/jscAMAbg4gx9KR+k6VO7RB85gWWEHZ8MxXQr8n2mKwk5aTm3PaK+q5iTKEN4x2G2mvaT9azhEhnTs1U1EZK1bHpm71cBIjSlnSNTvKIc1nWqHjti8vX+05SyamUdenadkm40yD0FrrjKYtCTdEZYu0brSpn2UBe1wyHAnpio7CjUWxDCPx/WbR2tqK0tJSVFRUoL/fmuDOQ+6+OoLhA8MpNwAgLy8Pn3zyCdra2nDsGKepmjRpkmEXnBGIUIiMFhZdOc05SRhQ2UKfuOfnpkgmfIZRaoqtxP/5BlJoDMHSmJ0crelWprcgaZEEpMXTXfusTODhtNvKNavkpsyI0JicnCz87unpQVyc2H6NjaJAqqXxViTuVrnUONsgV+/YKDv4rj4lS38zccqAltq8hc/U5QrIh5tV9tRDp0SBQM/d6t4iTsFECqaDsT+32QAEdSo8C3QkMWbMGNTW1hq+nqEIMHaBnEOfPdVm0ZIbaozVScIlnow3t0L4sbe6Ha9vqQSg3keMuhxqgZbOKFIxgUbBEJ+P7p4qjUOV1zdc5MTxUU5JHcg1etMxkZ3SxhgLL8k04Iau9y1/sGwiSmvasWJaJtq7xXlVK267qcuNZz47Jimf5nrNMFxbNnQp52s+dZRZaDHh9nsHnsgPUP9WavlzecjP2hhGsmk41dGHnDT1fY5ZlJSUCH+3trZKzk2dOlXVpV8NNTU1qKysHHFTHYawtKKlpKRgwYIFWLBgwYjAaBEKIhwLZQiuksHCSMIA3s1r2ZQMyT1y4glhYSAqYGVjoaV1DzdEF1HjK7LRjfi4FHoaALEc9WerWYasMMuGMzBf7vJpszFC/6O5IpPP7u/vl2x85YsDSRoSKhGOpA46I4LWPEY2aGX1XfoXwZylJ1RriPxb8+PP7IbzvAIxHVK8ysaKZ4McE+zn0roP/Ab9O4tzhb+vW5QT8edFR5uL+6G1DknOoQaapVFrSMsVdWsPNUjrEUIfI10RrczTl/3pK7EeJBEOcY2RhPByyPs9zcI+6O6pxN/0+G/xbxtDmdUYca7Vank9RahNKIPVLCvAArOJ2HA1aAlevKeRXtv/YvVUvHXzIjjtNsm1WvPWH9eUCV5JWuVfFmT7lnsicMesdYqhQNrJu6Xy4MeAom46jS9vYxsYyZo5kEJwXFwcYmPp4T4FBWKI1NSpSrf0ioqKiNVrBJGBIaHxtttuM8yk+M477+Ctt94KqVIjMAZ5TCMAbLp7Of5wxUx8L0iC88zVc3EHkfNLrgXk7yX3Eq99VWm4DlNHccQVA5pyw8oGJfiv3i1rDzXgtr+XqJ7XWty7VBg/91W369ZPC1YXOz6nHC1vFW9tNKIg0BJgw82YTMZJaYF22mwzXfDMJs06GC0zZKFR/jt4wKx76v0XF+A7iznBK1qHQIQvmfz+WnkHI4WrgoQ8gDFm2VBB0tibDafgPzOfl4608MghJDAnYxo1yvYHWEmcmNw7wGwPu+s8jlxp6aR0yfFQN85SKyBfJmtKkad2Bc1aOYhpRAHoC+vymEbF/WGqB98mNEujlWdqzenq9ix1GL3yP7tJhvegpZFy8w1LcgHQ5wS54tsowsETEDqMtVSAEp9PfvOp08RQpMTERM4iTpz//t93YeWTX6LPE7olT6uvzJ49GwCXo5nH3LlzUVhYiMLCQsTExCA/Px8FBQUSD6URDF8YGn0ZGRmYMWMGLrjgArzwwgvYuXMnamtr0dLSgvLycnz44Ye4++67MX78eDz99NOYNWtWpOs97BEe91TuX3KRHZcai6vnjxcm26RYJ+5YMRmTM+ORlRilIIARFiNiQiXd3LSQEO0QNqfegSTCCf5LtuGB2g5JTJfiHr6tZLuQx77J9VXSIrvmYL3qRKkVT1mgktOr32chptH0HUrw32RsilILaFOxlvj9fkWuOq1Fo6+PiwVJSDDHeqm2FzNqUaHVyewYOqzSz83KgOHmkhEtjeYqkhDtFCx3akoceUwumR6mpm3g43rGEpb9jjDkN9VDbGwscnJykJ+fj7S0NInlMTMzExkZ4jzg8/lkRDgc+CmExoTb0tKC3t5ewYXLaH/OSozGS9dzyp27V09RnDfbJ/n8vAnRDoxKFN8xVBdg1WpYCBmQQ/AGsZFC4+BKjeRyQSfCEf9mCKuieEyqoNEL41ATuvlyA2qWKZU6q0HrfivhH0bhoFiR5Y+ZkBEneETQ5nmryqWhYGmUQ7Acy+p2lLI0kdfExcYJgll2drbim1e29KK8sRtbjqsrtowioKFM5JVisbGxQn3kLvkJCQmIidH24BpB5FFeXo5PP/1U2LNZ9WYzNPoeeughHDt2DGeffTZefPFFLFq0COPHj0dmZiamTJmC73znOzhx4gReeeUVbN26FTNnDlxy6GEL2YxsKU+jwcndYbfhk5+chU13n6twS+FdRdp1UhzQYLcxgjVrcGIaxUX6kU/KcMULW9CiEuAvuqdKj195xjgcffgCrJ4+Sna92sP5ZytPRTnsAh0/CT6huhmo5VYLBAJoa2vT7S+kMEjLJ8dbGgMBjhGtq6sLpaWlOH78uMAcyaOjo0NaNhGH0NXVJfnXKNS6rGBp1LmfbmkcnF2B1Y0tP3bUYhqtFKs3HuUKF/IZ/RYIm0IFaRFNix8YEpz09HQkJCTAZrNJ3KeysrIwZswY4Xd/f7/Mssb94GOiO/ulDIDt7e2orKzE4cOHhTFilD3VbmOwaEIajj58AX64bFLoigii4mSKgaykEGn5iXLJtB6WyMlkv2lz9CAbGqVEOJTvx7+3mqAmnxte3kRnr9Wbufi+x0/rWvM/qaggXdZJaKXI0nsn+jPJ+9UhJQ7i/q0kFFerp4/C2p+eLQiGmYnK/mpdaNRuZTVPoVChlXOYViXGZsfo7GzF8TYiXY4ytQsD1q98zssbrbElG4XZmO25c+dKvD1GEHm0tLRg5cqVyM/PR1FREU6d4tj8b775Zvzf//2f6fIMf/HMzEzce++92LdvH1paWrB792589dVXOHLkCNra2vCf//wHq1atMl2BrysUlkZLpRif3B12m6ZbhxX3UhvDCDmaDtZZY+WzAi3hoF3FWiFuxJWN5XLYDG/QhU23yg006wNgXimgRkx04sQJVFRU6CbIJcl3kilJp3mNb0dXN0pLS3H06FFBeJSjrq5O8punyyaFx3BrEnXbS9g8kffolxtjIO8buVH82b/3YfdJdQs2YF1o5PvQ/lqpUG6VPRUQXSe9BmPXyKoPhqURAJ68ajb+77x8TB+dNODPZhgGWVlZyMjIgMvlkjAAO51OagxfepDwih/rz60/htx7PsZ/vlCOSWlMo/43UZujrQpP8keGam1pIIikRPdUc9YptbmT77IkUdegE+HoCENybx+5pZAR/o/Dh3ulcykAvLPzJD6XpZ5R1EP+XI1ryfnErULCppWvUytuXx361/5hTZlEmUkrPzHGIcxhALCqIEtIccPjnPwMWIF8i/PdM3MFN25AZBsPN1rIVDqy/iwoAYgv6szIwdlTlR4BpyhjDwC6u7tVx932ilb6CRMg02OQsYtz5swxXZbNZsPMmTNRWFiIqVOnYtKkSfo3jSAk3HnnnXA4HDh58qTk+1199dVYs2aN6fIsqWySk5Mxe/ZsLFq0CJMmTRr0iX04QkGEY2Ex570GQmn/nDSuE1kTGoHqNk5LyKeVqO/oj7jV0Yr7DO/br27hkp4hJ0o+NxH3bG2Nutz9VSjDrPuuSWFIDpLghiZ8dAU1zYeOHDFdNq+pqq+vF45pubDQoNpnTQrvkmMGGmpcqgHhlpH2rcv/vEXzcqtCY0ZQ+JB/n4BsI2oGzmBZcsbeXo8vmCdTasU0mzQ+Erh83lj8eMXkQXv+2LFjJfGNvODIsqykP/KMpPz34oX7J9YdBQD8+gPtlDRmhrFC+DDZF0SLvfSpaumUjOKdXXRuAytxcJL7JbGBYhl1g5QKgQfZ7Fp5GgWhkeKeSruexC/eJfqNwebTimkkx75DZT3S7AYheDqowe3z44UvpEIZrXz5nOew23D/xdPxrQVi7DPNm8cI5KRvy6dkCm7cAPCnDZERGsk3UoxjWZ1szmgwjA3x0UqiIq2xq7ZWLAhD3lsyPca0adMwb948zJ07VzPFlhGokeeMILxYu3Yt/vCHP2Ds2LGS45MnT0ZVVZXp8gY3s/MIBFhxrdNK/2AUvKuHx2f++QzDCO4vNobLE7fokfX49ivbrVfIAEQXO+WLqwkOfOJs1VQERFHu+nLs3btXcDcrLS0VXDRZVnk9CbvKxwiFKMjrcZumpvb7tYXG7KCbWkWDeQsx775KupnIJyQ96MmMuu6ptJhGA881QvxjdjyZ9Zba95tV2PyL5bhmPrcRkj/OKnsqAImWnlTenPH7DZj70Dp0BV0q+bEzou9Tgh9rgUAAPkJhtGhCGgBSaCTu6aFbo80qU3iE+l1IKyBpmYkEyTULVqGMMHQfUReyXmTOvImZ9Ny3AwU999SAznrAMIykjHC1v9FyUlTyEWt5Mei8EhV63502DGjtma6StorMx6ummNWDX1YJG8MMSECDRKCThyXx/7KAIyEdzrSxwXso5ai8d3R0tKrQOMcAky4NLMuipKQEhw8fljCkA1yftppKaAQDj56eHqqA3tzcjKgo/dQ7cox8+UGCQuCxYmm05EYiBS809nqUMQ4XzlT61ZOwM4wQkxRggbd3cAQq4XCJ0EJpTTsATnsph55stkuFLIdvQX+v6NpDxvfx1jX+M6lN0moTu9lcjcJi4vfhWNkhHDhwwNT9Eksjpa6dIZKOHDp0SEKYE+5FxBJ7qoExFAkyBLNWoKRYJ8amxAoCnnpsl/lxTbo3ktZt/m95EusRmVEdhw8fxokjh4Q5gZ8r+e9CCuW+rhZlAQD6PF7k3vMxcu/52FQqI/l3MdsV+DVh7aEGfHm0SThuJQcviZuDrNxknbg8v/xzjdRNCbW2GQhGXS1I2p0W06gSKy/cL/ut1/567SemaDD2Hf9vVT5+c1GB4vjkLHVhXE6WFQ7Q3ruHElfJs6bKYSUNmLIM6W8bMzDkOGTKK3tciuQcy4rtzLiixdQqlHqRhFZRDtHKFxcXp7pWGFFWBwIB1NbWordXjC3l1/be3t4RT8JhjrPPPht/+9vfhN8MwyAQCOCxxx7D8uXLTZc37ITGP//5z8jLy0N0dDQKCwuxaROdNn+oQ+GlYKEMNXIXM2gLWt7IwHg+8e9YHVc+GyM+O8CyEitHJPFVObdBe2v7ScU5vUWZTxEiBz8x+jqbqOd5bRstzQkJtSYwMnmTGwH+T9bnBgvOXdZMXCSfPoFh6ILs0skcFb9azAsNJGU2z8DFw+lUxk1qQdVN2DB7Kvcv2W+NWOtpeSkVdaAcW5Cr7uZDU7iYgYIIJ/hJrMQ0krdotcfxpm4A0va+YMYotcu/tmAYRpgT+La12xj4u9vgaTiOjg5tS/2fPy8X/jZDSiEfB+HatoUqNE7NpjNEhypoqNVLzb1yoEBuxrXyNKpt2hmZq7vV5rcazpKREIXvLc3DbedMNPwsazk3dc5Tjr23p1byOzspGhkJdMsHb+WfkGE9bYPc0sgwTFjzIatBIu/apC6dLICZM2ciYVRO0DVVvdF5wZmWg5d2W8Dbj7amRgQCATQ1NSnWbB579uxBfX09Dh8+LBxrbhZZV3km6JGUGcMTjz32GF566SVccMEF8Hg8uPvuuzFjxgxs3LgRf/jDH0yXN6yExnfeeQc//elPcd9992HPnj0466yzcMEFFyhSBAwHyMe4pbkrhNgnHvzGlNdcBQIsGrs4BlI9C6bNJrresCyQSPjhhxo7YxV83BHAxSJ2d3dLXMTU3DWMtqBePCVp1SMXuA1HtIkOut0+nPXHDfjFf0oBAO19HrABP7xtp4Rn7tmzx2AtCcFDpaJtQbbcFzeewPrDDdRrJkyYIPmtFYNglghHPeUG/5d2/+EFohkEeYqRMWTMPVVZuVA32/TncP8q4s40SJt0yzToCse7aZOP+O2lM0w/73QH+QV45YudYeDr5hRXZToxwYebRXf4I/XGGYYVX95sTKPK5aH2Y0l8loQ9lYNVGU8tbKBvEBh9SegYGhVKREVMo+xLVjRLXf0UzzOpNNMDP//vr203dgO0wz/076LDSL9TExgB4BvzxuCpq2fj1Rvmm6iTFD7ZhGhjpIq5TI3nhwLpu8vcU1lO4epwxQh1AuitySs8tcaYu74cAQ8nHHpbatDR0ogjR47g5MmTOHTokOL6khJpTur9+/fD46GPRbmb6giGBwoKClBaWooFCxbgvPPOQ09PDy6//HLs2bMHEycaVybxGFZC45NPPombbroJN998M6ZNm4ann34a48aNwwsvvDDYVQsZVmIaQ6Hm55EtULAr3df0XCptDCOxNI4lckB29YdmfbGKxz8VN3GlpaU4cuQI9uzZg9hg2gktjTDN0kdCQtagsqCSVj0XYXasbtUmdCguPYWatj6BaOJ/++rgaaxQrwyUEz4J3tKoZq3aUdEK1scJjk99dkySegAACgsLkZKSIolVVFs0kpOTVethFbqa6+D5JILIwMgIsrpn1rrNMnuqyvFQPAikVg3elU153fWLcxR10Nq0fV1Btif/nUlPbD/Lgg3QBZtJkyYBLnFO9JiJaw41plHleDh1eVL2VAvWKeLvv2+rol7zgcwaNdAg30fOcgyIgkiPQLQmbQCbTfotRlFSSJgB32ZGhX9+PeK9c4RyNG63QjSnx2LNUrr+ry6cJvlNs6DxcNpt+MbcsUK6GyuQ18tmY1BEhOBESs1Nfiu5UiAmXuomLCrhlbXhFfG0NT2WSKvlbRXHjC8QkLidlpeXo6OjA16vFw0NSmWxx+PB/v3ahF4jGH4YNWoUHnzwQXz00UcoLi7Gww8/jGxKWhcjUB+lKmhoaMDPfvYzrF+/Ho2NjYrObZawwyg8Hg9KSkpwzz33SI6vWrUKW7bQ2Q3dbjfcbjFvH59OwOfzSRgxBwMB2UbD5/ObrhPvbhEIBEJ4H+77eYPPt0Oc3Snp/SSYOToRbHA18PsDiCI2Ux29/Yg157FoDfL+R7QFyYDaU3sUTMZE+P30bx/wy7+HD4xMp9LX1ychyaCV45dtDG9YPB5vbD0Jn1/7+7Ks+Hyv1wsPoWH3+f3w+XzC+6gxu5Jwe7jjdhtDr2dPO3xdogtKe58PEyZMQG1tLSZOnCjck5qaiujoaERFReH48eOSZ/MYP368+b6r0t/55dCrM0b5eSePcKH2+/XHgc8IMYlf6Qosd20iEe+yWRp//uAcEJDV2+Pl2tjGqH9f1TIJRY/H44XdodwM2RggKUpZ58GeE4cKyD5OrmdVLd3wer0I+KXjT1DuBO8dN24cYmNjERsbi/GpMYKwoUrCBUrby12WdeYPOeTrCw+/gXL4816vFzsqpfHpgYCfMr+ywobWSPl8v2dZsd+r7RvyM+OHTL+84a87cOwhaVqxN7dWCn97vV54ZYpWlmXhJfuTzlqtuj4F5x82eL/Xp17G9QvH4e/bq4U60aC13+C/BWtiX+EhrqP1AbdX2vcP3L8SUQ7pHJSfGRfRby2fw90eLxKjbPjvDxfh0j9vQyDARuT5Ho0ybXYnN6ewYjgJoNKGwTXdxkjXdJ/PB7/fjwumZ+GTg5wgyO/LfL6AZD5raWlR5GE2CpfLFdb2IeeZwQZtX3O64LXXXkN8fDyuvPJKyfF///vf6O3txQ033GCqPNNC44033oiTJ0/i17/+NbKzswcsSLa5uRl+vx9ZWdJktVlZWRLqfxKPPPIIHnzwQcXx9evXIz09PSL1NIpDjQwAUSrbsWMHOo+a03XV1toA2HD48CEUtx+0VI+2VjsABiW7dyNQxaLTA/DdovdUuaSOciyKqsGWY9x7VFZVIdDCCtdf/vyX+NUcf4TYGcVu29nVBVKX29ndg+LiYgCcVo2HP2AHuprxxYYNSKEYVPbUB+DvbBN+b9m6BXZZ3fft24fKnmwANhwvL0ex56iinOY2u1Cfrs5OVFV2ALDhWPlxFHuPqb7RgSaxPxQXF2NbmSiw7t9/AO0VYt/Ytm2b8Pfx48epsQbHOrjyWL9PaA8SpMAIAB98+jlGx4pl0uD3+1FRUaE4rjb+pJBONVu3bsEpCrePx8O138aNG3FMg5G7t5e7ztV8FHbGDj/L4OTJkygurtSsRV+f+H1oSItisX7dp2hq5MYWj7a2dup9q8YE0HF0B4rVP60qjtRx36i2thbFxWIqgwOt3PHOjg7qt9MCp7Pg2nrtunWIdQByh4EAC6HcdqK/mn3W6Qpy3qjqFsflnqNc//IS7bllyzYkO+1o93JtuHPnTsl4yOiXzvNqkLd9T4+0nx48eADFzcYtAKUN9OdWVlWjuJhu1ZNj3bp1WF8rLWffvn1w1e0FANT1AIAD/W432jvcABjs2rkLveXa69iBNq7Mjnaxf5+oko43HhMC1ZKxMTgQ565//bcY8YQy9JO90vFDjj8AaGluxvrPPhOO9fW7Jd+6xyu9vrS0FNGn9ilqcOgU12anTp1CcXEtGvqk95GorKoC35bis6TXlh05guLeMur9x4PforKiAsXFxtJQ9PrEZxw8eBDFrdLJvVv2nuvXkvnhuONVlZUoLo5cMvrKSmkfK921DS2HgVO9XB363e6IzIHN/Vz5NBwuK0Ox5xRag/swTtnD4NDhwyjukLqT1gTHm9cjrSe/Lk8G8EnwOZ4Grh3rGxuxebOR9VkfeXl5EQkFW7duXdjLNAsyhvN0w6OPPooXX3xRcTwzMxO33npr5IXGzZs3Y9OmTZYSe4YDciGVZVlVwfXee+/FXXfdJfyura1FQUEBVqxYgTFjxkS0nnro2nkSOC5O2vPnz8dZk80Jsmu7SoGWesyYPh1Fi8br30DBW6d24nhXG+bOmYuimaPQ1OXGr0u+BMAlb/3bMfWNyhUXr0bLpkp8UlOOsePGY8aYROA4N9E19zOYt/Rcwv3VOpqCMZa8+9xPtq4VziUmJKCut1v4HR0dg6KiswEAu3eLybafPrANAb8PK1eciyyKi1DdJzvg3ypOiIsXL6Em2q6qjQEaqjF58iQUrVAmpv1b7Q7UnWwHADS6bVg9YTy+OFWFvAkTUHR+vuJ6HoHSU/h7OdfWRUVFknecMWMGZo5Ngs/nw7Zt27Bo0SI4HOLQnTdvnqK8f+6sBg4dRp+fQVFRkfKB7/9Z+JOx2XDuOeeYIhkg25b2fDnI9wGAxUuWYC4lvvTB0g3o8Xlx1llnIT+LTloEAI8e2gh4+rF06Zlgs1rw1PpyjBs3DkVF0zXr8dvSLwCvusXn91fOw7lTMvBey26gXVxIkpKSgG4p6cmNi8fjvqKpms/TwqmvKvHfqqMYPWYMiopmCsedhxqBI3uRmpKMoqKFpsr0B1jctZ1bhFesXIl4J4PH3v5Mco3dJvaJv9ftwImudgCg95OvIci+nVDTjn9XlIH1eZCZkY2iokL09PUD//0rAGDBwkX4V81+wMvNUbfccouESZg5UI/Xj5XqPlPe9s+Wf4WGPtEdfOaMmSiabzytTU9JLd4+oVQkjhk7FkVF2rGrXq8X69atw3nnnYf/vnMAgEgONmf2bBTN4RKPH23owh9Kt8LlciExMRro6cKCBfNxts46Fn2kCX8p24OkpCQUFS0CAJR9dgyf1SkVUquWna3J9DkQIOeuY84JkjH/QsVW1PdxHkxFRUXw+QO4a7s43jIyMrBy5Uzct+sLAIDD6UJR0XLh/PInNgIQk7bPnjUbRXOVid2bt53Eu5VlyM7ORlHRbBxv6sHv935FrW9uTg421VcLdQKAj9r3Yt1hMa4+d8IkFJ1Hz41auuYIUFeFCRO11ywSTZ29wM7NAIACyn6kpduN+3Zx+4pfFU1BUdA9HuDasKy+Cz+5bAmmj6YTLYUDOz86LLQLACw752xMzoxHeWM3Ht23BU7i27Asi0OnujAxI05giDeDjj4vuvp9GJsSg6qWXjy0ZzP1usVLz0HRnNH4W+0OoKsdTocDXo8fU6dOQ9HSXMm1B2o7gdJtiI2JRlHROcJxr9cruJQ+e3Cb5J4WfzSWLtVfnzMyMtDURCcB5GFknTcDcp4xS6QXbtTWDq4bfCRRVVWFvLw8xfGcnBxLSgDTQuO4ceMGhHFKjvT0dNjtdoVVo7GxUWF95BEVFSXJQ9LZyW36HA7HoHdSeWJUm91uvk5BYdlh5V7+uUH/eP75p7pEsoakWO0YpyiXC84ggQ7D0XRKzruczpDb2e3z4/xnuMVx169XSqimgw+W/AywIpMnKVgFANhcMXC5nGhtbUV/fz9ycsSFq7lTGnNod9jhkD8LAO83Zldp8+ljklASFBoX5KXC4bDD19GAuuO96Osbh8RE+qL45y/FDVOfzFPLZrdL3sXhcEh+MwyDQ4cOISEhQZgcGIb7FmfnZ+h+AzYQQGy0y9S3io+PR39/PxITEy19Y6fKGORjOhwOY33H6XAK34lhbPrvqlOe3cZ9V3mcIiuzMl51xlj85uIZlnOG8c8CuO9H1tsWjIW12/TfR1EmEbTGtaEy+nbmmCShXFLAGew5cahAMtbsQc1980l4emIQCARwjCC/6fOxkr7idLokfcJuN7bEytte3v/U5hs12NVonGV9Ta9Onx+RbiTtDjsxv3L/cj2MH7f6ayu5ZvDXjkkRFVbfOzMPf/2Kmw+jokJfQ8IJT0D6rTISolAWJDhyOp1gbFKzvt1mg4u43s+ykvvrOvol1zsc9O/ssEvnOM3E6oxyTF82d6xEaHxhYwV+UaRMxcE/A+D6kNG2j3aJ17mcyj5gc4iL2k1nTZQo+j+8fSlaezwYFQYFsxbkaaGiXFzfcgXrHiC+zb92VuPud0txwYxReOG6QtPPuuqZr1DV2otNdy+HTfat7HHJCPR2wpmZK4wXIe0GUVd5GzLBcuTrAsuywpwV47Shj3CFaOr2oMfLIilG+ztmZWWhra1NcXzWrFmora1FRob+PsIqnGHYJ4YKcs4/3ZCZmYnS0lLk5uZKju/btw9paWmmyzNNhPP000/jnnvuQWVlpemHhQKXy4XCwkKFKXvdunVYsmTJgNYlHFCwp1oogyfPCYWVnGTAA6QB88umZOLSOUqtJw8bI8psAZZVkCwYih/TQWVzL7rcPnS5fehx68fL+gXyDzkjJcD6vbAxDGpqatDc3IzubtFCuf+ktpaNR3sTl69RNU8jcTzGaYeNYeDv6wLLAseOqfswHmsU63KsoRssETel1zeOHDkCr9eL1tZWvPTuOnz3sXewt5SzbpCMtiSevnqOWGdnFBxyX1wdTJ8+HbNmzcLkyXRttR7UvAPUGEXloJE1GCGT0lN48aQF8r4sLzsnLS4kgRFQJ5rgw2KtlE+Wyb9LerS07iRpQqjpQk53kMOit7UBLS0tku8iZ/cMlzpVwcJpsivImSJ57A0qtKyCVEGIY9VaQngSEwiCkygyr90QyxE3Z2yy5HeRLJexIlWKrPpygjirxERat3X1K2PE6jv7KVdql22GPTUhWtz0p8a6lGUGC7XbGEUbuRy2iAuMZB148Olc+DWbPH/3u9z6+ckBY66dXn8AjxQfxsZgTtQTzT3wB1jsOdmu+MaOhHS4siYIwjmgzP9MZU/VIMLh8cg3ZimONXe7kZmZqXrPqFGjEBcXh9RUaVqpwsJCOJ1O5ObmjqTbGMa45pprcMcdd2DDhg3w+/3w+/34/PPP8ZOf/ATXXHON6fJMC41XX301vvjiC0ycOBEJCQlITU2V/BdJ3HXXXXjllVfw17/+FYcPH8add96JkydP4rbbbovocyMBxVpoYfEQZLIQFlaRAS9IZEDMcHYbg2eumatxLyNMcgFWmWYjDDIjfvWB6B6rxxjHsgG4e7rg9XplTKjBd+tplwh1JBsoI6N3mzevUBCMSPR2cqQWak0usTrYbRJ2WaNIjHZIYw5ltyYmJmLUKDGnXn+/uCF45JPDWHOwHv/YWoGAu1fC4Apw8Q8sy2JSZjw++vFSREVFw5GcbWnzEop2UL3HKhdwGsh8iySLY6iYkMG5wpEJ0QFlXw7nXlZe7dDYU8WbhFyfsmvIfKp8/rYFeZGdu4crSIudjWFw6hSnNEqP4zbGAZYuqKv9Norzp0tzZprtCmob/hM6KR/MPYMDy7KW2FNpmJwZL6m5lVylkYTTIRN47KJHBw0MtNtk0QTpuDPaflr9alSSMv3R3PHJhsr1+gOW559JiUGFLWUzE46c0uGGwIZsYY2W452d1Xhp4wl85687JMf9LKuZ5knRVhprGV8/+ZhwuUQhnRZikj99NsaNG6daBz5US26JGsHpgYcffhgLFy7EihUrEBMTg5iYGKxatQrnnnsufv/735suz7RN9umnnzb9kHDh6quvRktLC37729/i1KlTmDFjBoqLiyVuhsMF8knBSsqNsFgaZfcayWMHAHedly95doAyOYbD0lha0yH8rTWps2wAnoYTaABHJkDmDSSr1dIkuuh0dnYiKyuLc++gNGJ0NKf9jI+PJ6ySwc2RSj3IYhx2G/zB+Dm5QK0ViwsAgX7R8jg2bwLgF1kMOzs7MW3aNCoBjdsnPsfbVgeHXYxJ6enpQVmZlPwgKmMc3D520PJqytHczcWGfXqwHtNUE4mzQpwroLSWW8H7P1yCPo8fkzLp8VPyvhdOD315WWqbA6OwMUHLukrKDSdRbtGMbLzyHTtmjEmy9KzTERMmTMCJExyRhJOMTyTGK/9ndHSMMBc4krIUbf3jf+4R/ua/ixF8e2EOnvtcJORp0WBejSTOyEnBrirRbU1PqDFjnaI1BcNInzHUhEZ51hS5hVVeW710PHPHp2DbiVbNa6TPo49p6TOVx+aNT8H1i3JUU5sAXBzeiie+QHO3Moer0doBjIrAg2CZg/c95Xss3ruGVHwDUm+UaKcxu0p1Wy/1uD8QwGV/oseeSuomCNX8WqZsRH5/pTUkaN4pXoOpfhiGwdy5c3Ho0KFhuaceSGzcuBGPPfYYSkpKcOrUKbz//vu47LLLhPMPPPAA3n77bVRXVwtekr/73e+wcCHHUdDa2or7778fa9euRXV1NdLT03HZZZfhoYce4vgTgmhra8Mdd9yBDz/8EABwySWX4LnnnjOV5szlcuGdd97BQw89hH379iEmJgYzZ860/I1NC41mmXbCjR/+8If44Q9/OKh1CAeq26QxdFY2ocJEHEJSL0Zm2fEbrEhBcENP3h8uLTsJUhClFccvQqyPW+iuOoMji+jr6yPuE2+sq61FfNBlMyGBI1rp7OxEisylhnxWenq6IDTWd7rh6+wHw9AJAshJ22lj0NbICXZbjrfgtmWThDxJADB27Fh0dXUpKKc3HGmU/LbZ7CicU4jt27dTn6mF/mA7dHd34wglEbnTbofb5zOsLAgX9PYOz39ejp+upLdxJ+Hi1dTtFspq7fHg7R0nceGsbIm7FAm1t8zPSkCcRp4wRTlh6NtqG6iAbANhqVxWXQ3lJK1nNgYrC+gx4V9XpKSkYPLkyTh27Bik4UikdZv7NrmT8hGb2QIHOmGPjtec85x2G9yU3Lf3FU1THJMLS++W1OBHy5XEW2qwooSk4dxpmRKhkYTEPZXiLq4G2npF1pacimIskJBEEnLlWo+bm4vaeumCFsNor8/yeVftWnm5pGKJLOMPV8xUzQl834XTNIXGtQfrBYFRqy5qECzPlHOiUGSqyLBCPjR512d+zebblGzPfm8A7b0eJFNcbo3A62cVLuxadSK9ZjYcaUScyyF4gVhZF5wpo+EOxji6XC54PB6kp6ersoXabDbMmKFNlDUCTgE/e/ZsfPe738UVV1yhOJ+fn4/nn38eEyZMQF9fH5566imsWrUK5eXlyMjIQF1dHerq6vD444+joKAAVVVVuO2221BXV4f//Oc/QjnXXnstampqsGYNxzZ866234vrrr8f//vc/03XOz89Hfr4xYistWIr+9Pv9+OCDD3D48GEwDIOCggJccskl2sHZI5DgT19IqaWt7EH5e8JhaeQ3GUYtTvymhnRvlS+AZnJZq4GMzTEihNICvmmujADHmDVq1CguR49GG6alpQkxvG09bvh7+9DVxy2uDQ0N6OnpQV5eHhiGkZTf5/XjnxsPAwBaeznBkBcYAaCmpkZ8N68bNidHPCQXSFjZIjFhwgQAwLRp03D48GH1igNoqTmBEycyqUHugPgd1WKgIgW9DYlmfYhTNkYs6fOyRnxe1oiNx5rw52+bJy/QglIhEnqZapssftxY1crbGMAPsc7y8vt9kcmlezqBJ6wiPRC2VxAWt+C/AZaFIyoG9mj9yU5NMXMphS1T/ukHenzykLu3S6FUGIZqSGLASLwIwqF4DCfk9bn/Q46hlvSIkUK7QYxageTgq5Ee70JDp9heV88fjwc+pKffinbaMXNMkpA3VA654tTqt6Qp1MS9yuBJjVNHSdm4+bXPRghqgHKsPbnuKH57qY4gpdJNjX5fucW6qcuN7762EwBQ+eiFkovMNKEtKhYtPVz/mDlzJgKBAAKBwGmdYmIgcMEFF+CCCy5QPX/ttddKfj/55JN49dVXUVpaihUrVmDGjBl49913hfMTJ07E7373O1x33XXw+XxwOBw4fPgw1qxZg23btgkWyr/85S9YvHgxjhw5gilTpqg+/6677sJDDz2EuLg4SQYJGp588kkjryzAtNBYXl6OoqIi1NbWYsqUKWBZFkePHsW4cePw8ccfY+LEiWaLHAHEScMfYHHL33ZhUmY8fknRQAPAv3dV4+f/EWncQ5mH+Y0p70nar6EVk97H/Uu6dsitlOFwTyVhxBpGuyI5KUX4myZgkwy7Yjn0Z3EWrD6kBclFeMEvJSUFKSkpkkVxskbKCDm8LdWIGsVZEn5fLBUEebFoxowZqKioEFwTYmOliQy/OMGx+Dni0+Dr5giNAiyrKjAC4sI51DZnWiDrapcJ6gBQvN98Xiq9MaTmQhoO/G9fHf63rw4/WDYRv1g9FVvKuQV9t4qFRw/cmGZVYxrd3vCOy9MZDhtdaGKIeY8U7rX6hZrgR1OgyDfXWtYKGiI1nNUUGeKm14R7qkodjzWIDN5e/9Cal/Q8cahEOBpN4rP4flpCWIxLXXn/xFWzseqpjQA4BTHpGZMWLxUaeeupUWjNoYJSwVSJ4cW3FozHr/8rCtSi0Mj9y39bj0zQ+9vWKn2hUQWn2rUJiIQ5WvY9j9R3Ka8N/kudL2w2BIL7LUdiBnydYkw+mTLEZrMJzKxyD6cRAF1dXUKWBUCZgcEKPB4PXn75ZSQlJWH27Nmq13V0dCAxMVFgct26dSuSkpIEgREAFi1ahKSkJGzZskVTaNyzZ4/wfXfv3q1BPGh+RJomwrnjjjswceJEVFdXY/fu3dizZw9OnjyJvLw83HHHHaYrMAIptp9owedljXh5o3qSW1JgBIDOPusMiHJrR5dbvSxSU8e715IxjfL1NJR60WBoI0S5yEkEist9/g8dOiRx23RlTRCENxLp6cHcY8Hi+5pr0dIiMs36fNy7ksWPTVESEtDQLW9zFZ8Vl8slidWU47mSHkSNmgR7vCgk6+1JBEvjAG/OQlN0iH97A4GQ3LONQi4MtPeGvuDK2+CFL7hE2u/t4XJGKfqF0XKD/wZUpMbc9BEmPCOYPXu2KquwjQFs0fFKrwALw4g2FuSHSOvbQELrfUgvE1NEOJRr1Nxb5YLMYEMu9yeosFPz0PMCklui1NpPWKdZvh7qQtg3C7kQjQW5SnKrzARxA6yn+Hpzm7VE7loxjYNpaXTYbVg5TXTF58MRSAZ4wNpaqKbQdmpa6pXg67L1RIvinJYLOM+/AAD22CQ4U8fAlZEbvE9ZtxGBkY6CggIkJSUJ/z3yyCOWy/roo48QHx+P6OhoPPXUU1i3bp24j5ShpaUFDz30EL7//e8Lx+rr66mst5mZmVQ+CxIbNmwQjAtffPEFNmzYQP3v888/N/1epoXGL7/8En/84x8lTKlpaWl49NFH8eWXX5quwAg48AO712PedWx8Wqz+RSqQs6dqrSOkEBQVTHzPC2Esq5w4f/L2Hsv14pEcK7qbWrXupBMDTz7f8rGPfN15Gmz5o/ig4QBPPgRI0s6cPHkSPp8P3W3N8HU0INDfLViM9HDz6zslvwO90iTy/ys9pXrv+PFcEuWZM2dSz2vF6Y0ZM0aI6xhoS2MoMZTkrVF2mykBVO1SPcFT3jx5YRC8IrV9klPIy1vaaTK9ytcVDodD1dIYmz4GjqQsztJIHLcyjmhfI1Kb6wIVcimjYCh/swg95QYJMu7T7KY70pCHb/BCCC0uFeDmFa1P6aHEuBqB0N4Mg9ljkyTnJmbEY8+vz8M/b12krA9RmXCTK4n9QTkGwuW+HCpIIZ3vW+R8ybIsfBSX0o4+bSHrlc0Vwt+kkKZnmWZl/9IsP8LeTCNOOS8vDwkJCULMms0VAyaYI3aIcNwNCxw6dAgdHR3Cf/fee6/lspYvX469e/diy5YtWL16Na666io0NjYqruvs7MSFF16IgoIC3H///ZJzav3BqIWQd3U9cOCAtZegwPSMHBUVha4upem8u7tbQv07AnNgAVS19OC2N0tM30tj/jQKuaWR5kL1xJWzcfm8Mbh0zhjhGO/ywBBCh1wQaAxRO17e2CWx6FgVNGxEgm0j+RXVUFhYqEkdfuDAAXS2NMLf1wVvez2Kdx0TFkkyJ5Mc3UFFgb+bc0fkXUt5/HefulYpIyMDhYWFeKekTnLcmcp9q8uIPJsZGRkYP348Jk+ejKysLGRmZg5aTKPVWJ7/7q3FT9/ZK/xeNCHNlItFm0ULobx1BnvzowW9FCRqgtAItLF6umilcEbHgGGY4AIuXhO2URRi/xrwfaJgBbFWcXJDLHcPHEpQI3tTy6mq1xzRGq6kRuqhVn5KnIvKPEseOtog3cf1WVBYk5BbQ0nwLvGd/YObF7aTksOSXPtZFvBS1sKWbuN7GfJ2PY4IuRWQr0kOYQiQu7DSxlh0dDTy8/MFcj9pfUakRqNISEhAYmKi8F8orqlxcXGYNGkSFi1ahFdffRUOhwOvvvqq5Jquri6sXr0a8fHxeP/99yVpzEaNGoWGhgZFuU1NTcjKMkZe53A4kJOTA78/fDwGpncPF110EW699VZs375dcEvZtm0bbrvtNlxyySVhq9jXDSwL3PjaTkub91BoyYUJiHd7oTz/isKxePKqOZhNJDbmr+Mf3ePxh31yuublbZLfRpqGVgVyYlbb1MTKFm+1R2lRh/v9fsmizHY1wcEztMUmYd68eSgsLMSkSXQWRF93C9z15Yrjehsxf4CVxGoAnKbRlTURY1O4xWfixIkYN24cMjIykJiYiLFjx8Jmswnud/4wx5/qwUisUg/FPfMnb+8VEijbGG6zFg75TW9zJ+/b4aCOjxT9vI1Q5AAUS6NjCEu8QxipiaJ1WRLLTTI8WxhGtH4QctdQmYvNztBy6wZZL3LtYCnnzZbN48YluQCkCq+hArniUnS7pF9PEnXRkJ1oLak9GQNn5puSApL8Xf70hXLtMQMtZdVfv6pQHhwENFOEP/LbBVgWXor114zCmlwrDO/nZMyoEkFW9q/eELt4tnTcGKlCF0WYHkF4wbIs3G6x/3V2dmLVqlVwuVz48MMPJS7GALB48WJ0dHRgxw4x9+f27dvR0dGBJUuWGH7ur371K9x7771obTWe2kcLpolwnn32Wdxwww1YvHixIBX7fD5ccskleOaZZ8JSqa8nWFRYTLwciuVA7lKiRV5DusHy2mB+ctt4tElYAJNinOjo86rm2TMKkv4bAKpbe1Xz6PGgzY8BFogaNQnu+nLVxZ13t9WDsFirXN5FaFLjXHbYbUBHnw/2+BQEWMDOwJRF3pWRq+tOqBbvxDAMZsyYgUAgoBoLybunDrRyv8+rr3HWc+2RM/hGEoow0zCUqVbvq84Yi3/tqsFt51gjFZN7D8jhHLE0Ggb5jSbkT4Xd3gOGYWAPei+wLIvjTeK8bSXVBa0bDAexXuKeaoLohHYNOb6+tWA88tLjMGdccmgVjAD++OkR3HzWBOG3LsGLToM0dEmJUlQVSXKXc8LSWNdOT7GhUQwA4KGPDmHZFDF046tyZRydFcgVbG9sqcR/SmpUrh5Y0NydpURWwKFTnYprzCjzydfX86hR82AhFd3c34zhuOHffWMGvlk4Fn/aUI4dFa3UmMbk5GS0t7cjJSUFH5XW4cf/3INfrJ5qec35uqG7uxvl5aKSpaKiAnv37kVqairS0tLwu9/9Dpdccgmys7PR0tKCP//5z6ipqcGVV14JgLMwrlq1Cr29vXjzzTfR2dkpEPBkZGTAbrdj2rRpWL16NW655Ra89NJLALiUGxdddJEmCY4czz77LMrLyzF69Gjk5OQgLk4aWrN7925T725aaExOTsZ///tfHDt2DGVlZWBZFgUFBarWkxEYQyhGutAsjdLn62nUfrBsIr480oSLZmUDkGrp3tlVDQAYkxyDjj6vJevVgdoO7K/twDXzxynOvbu7BsunSgODhY2Lj9OUHarrxGeHSnDHysmYOioROTk5wiLmTMlWXZRXzxiFTw/Vg+cck0+0H+6rQ0Z8FLE5opdDuvx8/5wJiHXacc/7B8AwNvgCAdhtdsMuD46kLDB2B36yYrLmda0qsSnPXDNH91mie+rASo19Hv3n6Vlt+G85EBvsk63S5M2RdPjhFTHxUdZc1+TEDvIhTUtLMwI6yGng0jljMDopmkuts2ETAKViw4qXN801PlJWaLP5RZXKEnq9rFgaaWAYBk67DWdNzgitoAhBHoMo5B9Uc08F/Vvur+nAgboOZCVYtDQG/7UxDBJjnAoFqxGQyo5wQE1Zdb9KCpDBAM2Titw/BVgW3RQXWquWxu0VxgTxfcGULUJ8JXFOGfeoXVZitBPn5GfglU0nFPXhkZubi46ODtT0MLj9H1sAAI9+UjYiNBrErl27sHz5cuE3n9bihhtuwIsvvoiysjK88cYbaG5uRlpaGubPn49NmzZh+vTpAICSkhIh77ZcdqqoqEBubi4A4K233sIdd9yBVatWAQAuueQSPP/886bqetlllwmhFOGApTyNADB58mRMnqy9mR2BcYTyOdUY/oxBdLMC9N0Gf7F6Kn6xeqrwm0bcw2vqrMQgXvTcZgBAWpzSGjcuVZ3wx9fB+X5vq+BM8D/7dymqXv4BXC4XGjs5ba4jOg7Tp0+H3W5HaamUgTbG5cCz18zFt95vghzljd244597AACjCbcgGkgrTl56HOIJIhpeLuMT6B44cACjRo1SfSfGwbVBWry24Eezbuz45QpkGnB9ElJuDLClcXQyvW5nTkoTNN5yQVburspv4Gibsn6vX0I1DpjfMGshLy1yRDhasSuGypVZJeRYNCHNUrlfZ9ic0Yh1OWALjm++jeWWBEt9jPKZh4WlkbCKiK9tvOZkUw3XqCt+ijJLaX/x89w6N0tGYmP8uaKFc/GENJxo6jGkDFLzSjITs6eLIfwxb1ySiwf+d0hyTBJSwoqKoJXTslBW34matj7LlsYDtUqrpfRi6c/aoNWYOo3w64LBMSa40FPWdrvdjtTUVMz748eGyhqBFMuWLdOc6997772Q7ueRmpqKN99803T9AKC3txc///nP8cEHH8Dr9WLFihV47rnnVBlcjcKQ0BjJRJEj4DDolsbgjFRiMjeclkBjVmh0E0nHb/27khBorgl3JVdmnuAGStJ9R0dHC/mM5EhKSgKgFBpPdYjuP4JmWWUzUEO4CmUkRMPt8wssZqRVIioqCoWF2gno1Zhc5Tgh0xh/a8E4QwIjMHiWxrnjU6jHSSFbbsVRS6BN+xQef4AiNKrXx6h89ttLp8Nlt+HMSWEQvFRz3oW267IRm3muPCm08riNQApHMATDkST1cODbWJ7z0m2BDZOaciPMRDh3nDsJz35uPmZNzX0OEDevLMQ+a2Qp0lKGDHVhWc4+q/feNkb7neRzmt77rzlYD5ZlBe+SE809+PDHS5GXHofVM9QVkDxcRBgG+S5dYSCoke8lhiKuW5QDAFg8Udw4k2s5Sehnt4kkg3peU/PGJ2P3yXYA5t5/w5FGXEXxqiKtgyILtjH3VB5kOjQ5vipvxq//q2TUfHvHSVyzYLyxB4xgSOP+++/H66+/jm9/+9uIiYnBP/7xD/zgBz/Av//975DKNSQ0koki9+zZE9IDR0BHKBNtKOyp4gaT+9dsbriUWHXtpl5MmhzHGro1zxuVQZ3Jo8DYxI2xnOFOvmlxuVzweDzImzABALexUntUTFYemLYyqJGhumSxkXaGgTOdW6j8ZvM/Ca4q6vf1uH348T+lY/LyeWMNP4LvO0OFYe2OFZPx6UHOaixXOvz8P/uo9xjt/Wb7Iw3zxqdgxhhr1gGj0MrHZQR8/+7x+LHtRCsCrLSg9CGW+24oY1rBdLgyasDYpfMcv8mWC4ntvV6MTjaWn5UHPaYxNPFJ3tUXTkgDLAiNRqFncTtdkJUoVZLq5R+kx2+an4faiRCEtl6vhLQmPsohibPUw4vXFeK2N0sk5G/hUBoK7qkar7dymjLv3EDCYbfhxjPzJMfITxdgWWEttNsYw3mM46PF+WFnpXHF+ycH6MzoUis8KzlmdITJCdFIfPuV7dR77nlv/4jQeJrgvffew6uvvoprrrkGAPDtb38bZ555Jvx+P+x264pjQ0Ljhg0bqH+PIHwwuo7QfPJD2QuT2mIroAWWJ8c60d7rNS0k6VkmjQo2tmgpWY48TYZ8Y8PnODSSM+tEqxuuzDxN2mGbKwYBT1/wmYzwPDWhxZk2DoH+LgR6O2BPSIevswmM3SFYKLVe+4m1R5XPN7FxsxlcFMOJ75+tvsGZPloUyOR1auyUulCN4q2pBt/3NxTNKg+jm3QreVTVn0mHwNBrUXDg+/nNb+xCc7cbkxOl5SREj8Q0GoXdblMIjIAY4/rubinBB6ngoeV7o8EIeyqZlDwUhKo3IatFY8s002MlG+MhksdPD/LmY2VrCwBMy07E4WCIBsMo8zRa8XiQL41ZCdE4AB3XRxXQLFBG2KyNQqukO8/LD9tzwgWJpTFAuP4yjODOq7c3IRUBN/x1h8aV5iFPuWF0kIjp0MJanREME1RXV+Oss84Sfi9YsAAOhwN1dXUYN05p3TYK0zR63/ve96h5Gnt6evC9733PckVGYIzBs9+n3LTGWSTMAIj5x+Jugma14OMR6zr6Fee0oGcJqmyxFrhP0pPLkZOTo3mPGrKyx6iecyRlCfGIEybkCW2sps21OaPgSEiHK2si7LFJiBo1Ca6MXLEuGvWoaFZaZ80YnvcEXWpCzalpBmqkETzighpwebzY95ZKNcSPXTkLgPGN6j93VBu8Uh1uyvizCrW134yrH71c7kaeXv5Yp8z6HYJnwgik2HSsWfKbnDeM5hs08jn0yLDkUMv/pob9NR34/t93CcKOWI6BZ4E1JfQN594n34DTFDwk2zWtPULdw/sDrClvEjlsFGGCpjQkQwWMwMhWYijmiJW7p/Jj+mRLr+E8xvJ5IFTUUhhxBZnRYBla7qkjOP3h9/sVTP0OhwM+X2iu6KZH8BtvvIG+PmWH7uvrw9/+9reQKvN1Qb9XufFkAYxK0o9Do1nDXCGYmmVpGk2Dti+6bA4nUEU7zXUvPW3eH9ccMVUeD9HSKE6306dPx+TJkyVBwWa03GOy6Zr/i2dlAwyDlYvmYubMmUhLSxNdQCMQNkhzJzZjaeTx9GfHwlEdQ7Dr1K8naM1r65XmjnIFN2PfWZyDykcvFBgWae9rdp002mRTR4WWRsYQQnVPDV9NRmAStFgkPdAsyvI+nRBtbgPfQ1jEScWemqv7z/69D58ebMAv39+vWa66oiN43mLvM2lEGTTIhfGAjrDMBP9nFOrstOJzPz1YLwimc8cnGy6bBy+3kX2VpuD48bnWGPG1winMhr8MBOR5GteXNQIA9td2EHmMB0/woqVZMQKB5G5EZvxagmVZ3Hjjjbj88suF//r7+3HbbbdJjpmF4ZWos7MzyJLGoqurS5KI0u/3o7i4GJmZg+uvPlxA01qxhC89eUzuukQTGkNhTxXcU4OPttsYUxOk3Bp02ZzRuGTOaDyx7qiucCCHFRdJ/hG2qFgE3L3UawKUTXh0dLQimaoERFXufGev4vT4tDgcb1TedumcMbji/ImYlp0IV5CIhdsAstbjRjR2n7S+ZGXjRUt6HCnoWVYyE6LQ2OXGiaZuFOaIhDne4LvKtdWR2GgmRDuo5BAZCcbSpRiBbvoCy+6pQ3znPUxBCgwk8QUJcjganc2MEOGY/aRkrOVHPz4LJygeCSSOBFMF7ZG9k1IAUFrRWDb0ONzhAvlUrBvTSLM0hmj56Xb7hHnIylgX3RbFepC5fs/Jz8AVhWNx0cxsk+Vy/2q/3tCTYOR5GkkYtTRGEp39XsS47BYsjfzebui1+QgijxtuuEFx7Lrrrgu5XMNCY3JyctA/n0F+vtIvnWEYPPjggyFX6OsAtUEsP8yyykWHxm4aUsoNYaLnHr5kYho2HWs2vPjL63zx7NFU9xcj0HOjuELDJcfm4oRGW5QyLQfN0kiD2llaDixaLCfAxUDJmUEdNgZuWLc0arWKPMZ1QV4qpoxKMP0Mq1plK9Ajy2jv4yyMcjfKQ3V8KhdpQ85TYWKV46ozxuJfu+hJpuU1ev27C3DFC1skx8aYJDjRA60ZDtR26FovrJTLw6zFagR0JKqkNyAVbqFs1uSf0KwCgUxPMyopWhAaw7l/FFK7wBqRG0v5ESoBUKQhf08xTyP9eoZ2j0b5KsuKBE67jcgXbB60VAwkmd6MMYm4ZPZoCyVzkL9fQpQDXcH+OHecsbl6oMEry+Vj1ih7aiSxu6oNF8zMNp2KScjXO2Jq/Fritddei0i5hncQGzZsAMuyOPfcc/Huu+8iNTVVOOdyuZCTk4PRo61PNF8nxLqUzc6yQE2b1O2XNtR/8NZuxTGXkZVGBfz0w88r/Eb9WoMMWnLLS5TDLsSsmfWl19PmZRtw36XRmvKTpplQLr1NkFxonDFjBpqbm6nWdoFshrLwlNUryQxmjU2SULFrNaM8DvRf31+sWW85zp+ehU8PNhhO0REO6AnviyakYePRJsV7f3mUS4fyxtYqPHjpDOF4fpaU+EgNZpLaz6QwpA6EFeWi5zYLG7ZwM1FOy07EJz85S//CEehCrQ+Tm06jezW6pZHRvUYL4cq7Jx+D1HqYtDQOZ2ukfAqnKSTJ17MxjGKt0JrP7QZi/px2JiTLrp1iaST/ps19RiBURfaCcUGh8aMfL9WNZx8s2BjAD+uWxoyEKIm11iwSox3oVEl7Ij7anKLAivJ+bEp4FaMjOP1gWGg855xzAAAVFRUYP378aU+tHUnQWu6nFBdIbgOi386OUIRGQlsMADFBl0qjtPHyOMwop81yAHbZKW02OG1BTv2cngsRDzN92imz7kZFRWHMGDo5jlZai3qCLOjfty3GsYZunD89C2f9cYPA1KllsQiV9VRokwF0YdHbNwiECgbLM/rdtL6/vAxaHcM95akVZ9YNKdTnjcA81PqSZINmsAPTygr1W8kFlVBZsmkg6xh6TOPQtYYU33EWnv7sKNYealDM4V+VtwCQugOTfzOMulcKDWrps8h27XH7kR7Pl2++veVptgBpvz1/un6+RxrU5u1QPScGAjx7LO+mzUOPPbW6tRfffHFLSAIjILZZYU6KwptMkXLDYDvy37m0pl1xTi38Io5i0BjBCEgYms1KS0uFhOgdHR3Yv38/SktLqf+NQB+GXT91zifHOlGQnYhYZwhEOPyzgjMSH6NoNZdbYrRT0GR6/Sw+L2sw7B6hJ9S5+/pQUlICT1OVKdcvftFq6VG6mapBr3gzizUfh0rTJJKL0eTMeFy7cDzS4qOwIC9VcS0N5CbGikuR4MJCed/n1h/DV+XhZYUDxNhENfQFheU+CmEUAFw6x8B70h5hYtNCYxgNd6ygKqlImDZZybIcqkN50zbc0OdVswoQ7qkGBSHaZ5F/K7MWmh8unwQbA1wfTGYeLtANjawlyxdtDh+KfbRgdCIuDZK7qX3RtQfFfHtl9aLgQWdPVe8XaqEmcrIWQRBTLUkdtBRQ/LeYn5ti3SCgon8MVaEwkHh543HJb34dUEtJ8s7OajR0hm7V59uMFn7EL5dm27G+k1NIJ8cq93JqzLjhyNc5gtMbhtQKc+bMQX19PTIzMzFnzhwwDKMy4TPw+8NHSX+6wuikrCe4bLt3BZx2W0guH/JbPcHJ0Yx2NC3OJQhkafEuSb2/9/ouvHR9oSHtpZ5lsqH6BDAuF6zfC/i9gEM5GdLaVk7uoAajrXjPBVMlv5OTkzWv55kMH//0CP5xyyLJOZLYKFpF+NdqFV7ofPOmhThzUppmPWgQLM2ytn+3pAZPrONyQFY+eqHpcrWQoaOQ2FHZCgB4dv0xyaZ36aR0bC5vxrlTrRFuxTrVpztFDFkErD9GYTaJsxpSY11oJxhoh+KGfKhDrcl4C5MclthTqXkaZe6pxooSkJceh7KHLoArmMZJdCgIn0VP6qRgLG4cGB7Cgxw2nfZTJ49Tvqu2e6p+2/j81oR0HjRPIJEszvq3kSugIfs9BLNtKBDtENfg752Zh6pgmi+1mMbnN5SH5blaex++/cQ8jcbKXDIxHdtOtFLTRKkVMRL+OAI9GBrGFRUVyMjIEP4+ceIEKioqFP+dOHEiopX9ukFPUx3ttIecc00UGrjfG4NxY2aExt99Y6ZmnTaUUWhGKdCdr4gLWL+o6fe2VMPXRd/EAXTtnZm6nDU5XXIuUxbHaTO4Gm45rqwjSXVOtrk08bV6mfwkH+W0WXRVosc9vLMz9JyGanAZyEcKcIx+m4n8V6G6sKUnWLOe8wi3S77a5pnfgA7U80agDrM9jtxbGnavNnKNhU9ndJzJ8cdPj2rUg4zdE/+mMVSbQbgUJZGCnhe/2rc2uzyr5TEky/f6AyFZ73gls9Q9lRf6TRcngL+VXEse+uiQQCQ3HFidlxEKycvnjRH2MjTFs54H1R+umKl5niyn16NubBFSbpiMaeRTnu2r7lCcU1tbRiyNI9CDoVUlJydH6GQ5OTma/0UClZWVuOmmm5CXl4eYmBhMnDgR999/Pzwe4+6GQw1GAo7lCxQt4WuoEOMQuIfxG41Yl3GX18KcFNhtDFLjXIhx2hULj9EUHnpKcFJo8LbVIdDfDTbgR8Cr7R5i1AKntqbJheCC0eHL1UcycqopAIxYGq0uyGpxKMuJxbNPY0GzgiUT0/UvCuKOt/cIf4dqJNG6f1CSkqsUyBP+hMoZIX/dYbBnG/ZQIxfRgmqOP+J4qAK/mTjhv2yuRH9wyBuxTLLEdadrF6OlqSCh1kxmx5zaGkA+Ny89LiTrHd3SGNo6QoIvtbGrH69urhCOD+W+cf50Lu+yjRHd+qOdNrT1cntMmlAnJy6U4+r54zE5U5+kbbPBEBCz1uXuYDgMLf93V79XcQwA/CFyJIzg9IfpKeeNN97Axx9/LPy+++67kZycjCVLlqCqqiqsleNRVlaGQCCAl156CQcPHsRTTz2FF198Eb/85S8j8ryhClKzNSE9LjyFyjSo/IKSn2U8bUNGQhQ2/N8yfPrTs2G3MQot1u6Txix9WpYkNqCctL3t9ThYJyXPoQmQOWlcGg4zcZrkZkku9E7OlLZNfLwx9k4aeCZdNQIEeV3k4Oumdb8W1NyuSEOznKE1VIxLVaZFUUMrEYdqlnJcjlBd8wZK6BJiOUN8oHyDSzLyjsAYyHFlZENtxT1VDeTThorAT6sTy4ozd6iWxiHzojLoMVGqO6eac0+VE6zRkBjjJCyz5tuLJgCL638I7qmytURutBoO5IksKwpOdpsNq2dwuSq3nlB6CZHr4vZfrpCc2/3r8wAYIyns9dDjo3nwinyz1uW8DG6PSMvtnR5Pzzcc7rV+BKcfTFMl/f73v8cLL7wAANi6dSuef/55PP300/joo49w55134r333gt7JVevXo3Vq1cLvydMmIAjR47ghRdewOOPP656n9vthtstChFdXVyAus/ng9dL17QMFIxsYD0eL+wQBzz5d48nPO8gEOD4/PB6vej3cs/w+82Vn53Iaee8Xi8CfukkeLypBzUtXcjSSevgp/jeCwj44Q8E4PPJJljZysT6RCGDr783SFoR53IYfievzwevl5usSVbXm87MQcDvQ8APTJkyBd3d3UhKSjJeruw6r4/7nRrnkpwLEO8VCATg9XqJ9xGv491J2IDfUn/gv7/PL73fRWxePB4PvLbwLSZm68lfH2C5dw34le/65JUz8Y8d1dhV1Q4A8Hi9kD/Gq9G/FP2KgvqO/rDOGwGd+G/aexoB/01pFv7BnveGG+KcDL41fyxYAPEuRrf9Pj1wCmdOSAFgvK3V+h7DMMJu3h/imsVzDbAB1lA5NnD19/ml86uPWBfIegvziE+/z/qD6wPLinXxCccCQ7KP8nUOqNTP76cfp73PlnL1cA21eZzkinB7vPD5RGZts+3FBsuqbu2D2+2BzcbAK3xL8+UB0r7uD85bPp+0nFD7cCRBroOCi2bADzvDHR+THK1cu4O/E6MdSI6SCocJwbnCiIe4T2vfA6Cn3xNsT3PfyBV89ubyZsX1avK7z2/t+5tFfWc/3thSiTHuobEmGVn/R8DBtNBYXV2NSZO4ROAffPABvvnNb+LWW2/FmWeeiWXLloW7fqro6OiQ5Iqk4ZFHHsGDDz6oOL5+/Xqkpxt3kYsE+vrs0HPYWPPpp4givEQ7PAD/yWYn9KG4uDjketTW2ADYUHakDP/tPCyU/9HaDRhn0YDm9ov15PG7f27A6nHagkdZDQNAhQwmEEBtTS02b66WlO3rVF+A+fY53snVp7e3x0CbcWV/9tlnSAiSTzoC3Le6ZoIfswLHUVx8XP12jTLJOvGo6eHOu/v7JeeamrjvAgCHDh1CcftB4dy6deuEv/l+tOWrzaiyYHyuq+Oec+jQYRR3HBKO7z8lfotP165DbMhM3OptoHUteX1LC/eue/fsAVMts4wCuDYb2FXF3btu3TrEydIyHjyl3r/odZLWo8fjD8uY47G/kV6fWDuLXj+DgwcPoLh5v+ly+/u5durt7YV8jgln/b8uWBTsBsXFlcRR+oD4584aLHJw15HztRbUvgnLimvE+vXrkRhCSC4/B/b0qM2B0nqy4MbQUdmcXFJSAvcJbuzx78eyLDweLwAGGzd+iSM6kRdHOrgyO7u6hLrsb+WOdbR3DMk+erCNq19bm7x+XLslexqJ42JbVlVWobi4QnLspr8pcy3z2PLVZlRSHDGOnhTXg10lu+FjAcCOluYm0+1V3S3W8al/rsG0FBZ7g3ORlfJ4MPx6dZhbS1rd4nMAYOPGL1E2RNMANtRz7XvwwAF4fDYADDZ+sQE1Pfx3b1e0S0MfADjg83rxySefgLbGdXXo7/NKdu+G2roEAD9/9wBcdXuxpyn4jVqaDX2jw+3i2JVf39tNr1ef2z0g4+/xUjuqexhkxdiRGrVO/4YIo7k5/CzxpytMbwXj4+PR0tKC8ePHY+3atbjzzjsBANHR0ejrC3/MHQ3Hjx/Hc889hyeeeELzunvvvRd33XWX8Lu2thYFBQVYsWKFak69gcJjhzei1d2vec2qVasQR1Aj13f2AyUbAQDP3Xp+WBLlbnz/AHY01WFK/hScMTsb2L4JALBg8RLMHZdsqUy314+7d6yXHMscl4eioqkqd3Co/OIEPq5WYSNjAxgzZjSWLsnF4/u3AQDm5yRjZ9CyxMMeK9a5qKgIALCzsg3PHtyJ+Lg4FBUt1azDT7auBQCsXLECaUEXjldObsOp3k4sW1yIFRaYO/kyyTrxOFDbCZRuQ3RMNIqKzhGO/6epBGUdnEvM1GnTUHRmLrxeL9atW4fzzjsPTicnET1YugHwenHO2WeZcinm8cV7B7CzqQ5Tpk5F0Vl5wvGGLVVA5REAwIqVK5FCoe02A6020LqWvP6tUzuBzjbMmzcXF8xQsvH6/AHcte0zAMB5552nSDnRuFV8JzlodZLXw0jdzaB/Ty3eOn5QcbzXz43rmTNmomj+WNPlPnLwS8DjRlR0DCCbY8JZ/68zaH2DB9/GDZ39+E1wvtaC2jf52Y51CARd5c5bKc5HVrCripsDYylzYCDAAlulG7fPam14+qYVqPiqGsXEnDz/jDOwfApHitfU5cZvSr4ECwZ9QWPJsnPOQZ5O6ETy8Rb8+VAJEuITUFS0BAAQdbgRrxzZi+TkZBQVLbT8npFC3NEmvFy2B4lJiSgqWiwc5/vBXd88B+ODbvdk38jJzUFR0TTN/kJi+TnnYGKGsv2OfFYO1HJEg3PmzuUYMcsPIjMzA0VFhabe5UBtp7CG5hXMQtHcMejdXQscP4jMzEwUFc0zVR7AWYvePMat+VOnTkPR0lycaOoBdn8lvtvyZcgxEZowkCju2It9rY0omD4d/64oA8CNudLaDrxyZC+SkpJQVCRlPj/W2A3s3YKoKBcuvHA5frpNucb9vW4HKrvbNZ89d+5cvHZUO11dUVERvPtO4e/l+5Geno6iojN032l2ex9ePLwJLodNMce8cGILTvV1K+6x2Z0oKjpft+xQ0NXvw0+2fg4AaOhjJPuZwUJtbe2gPn84wbTQeN555+Hmm2/G3LlzcfToUVx4IUfHf/DgQeTm5poq64EHHqBaAkns3LkTZ5whDpC6ujqsXr0aV155JW6++WbNe6OiohAVJS60nZ2cm6HD4Rj0TmoEDqcTzmCaAJZl8eRnnIXL5bAhKiq0TTwPezCS3ma3o8crWm/m5qSZYlAlwTJKrVmAZXTbnNGK6mcYgLHB4RC7rMuhfA7jEJ/BP89utwfL168DD67tuWv5kIDYKFfI/Ya/f191O9y+gJBmw8bI6kb4j/xlUyVuWzZZUgZ/bWsP59oR5bJWN56tj7HZJPezhBbSbg/veDFblnB9sE3U6sPYCCZap/IahlH2r4LsRKTF09vuwpnZ2FnZikYicXM428Fhp0+/6fEuNHd70N7ns/Q8OSMyieEw7w138G3scBgjkDLyTcgxbwX8vMnI5xkA5Y3KzePaWm4+kDNDOxx24X6nUxkrZaSeTkpdbME52mZijh5IiOuOtH5RDhvcvgCiXPT3ZhibqfdxUeYtQMrQ/emhRiyfkikcN9teHW6xX45JiZd8Z4eF8gQwYl2dTicYu3R9djlC68ORhD241+nsF/t0emIsXI1cyg1Qxg3fJxRrN4g5wMAe6mSbqNiLc9mFFF3y8vg62g1+o2gXV04gwCqut8vqdUZOCnZVtSHAKq8NN4pL6iS/Q53bwgFyXzkCbZhuqT/96U/41a9+herqarz77rtIS+OYKUtKSvCtb33LVFm33347rrnmGs1rSEG0rq4Oy5cvx+LFi/Hyyy+brfqQwqyxSahp17Y0knGPaw814P09nDaEFthsFXxQNcuyQjzjuNQYywIjQGd9NJIuQTPMk3JyXGoMIPMU9Xe3wh6bpPssM3XhczRZJZshsftkG2aPTcalf+I0sH/73gIA2g4sLT0e1Lb3ITNOOlzbe8X4zRgTbLckbCoCho+IhxsyuZtCpPWX486V+fjxuZNUy/vTt+chEGAx4ZcD4y7Hh7Dx7Z2dHJovl1H2zhGEho9+vBQXPbdZcTyc7R8qiYjAnkqpkxmafT0SjqFPdWINakQ4rOx8qFD7zuT6+cmBekGRZeWpCdHiBp1naw1rnsbgv18ckYaODGUeHL5fk2PB5bAR+yPlPfz41novnwE20sfXiiluop1KofGKeWNV66AFXs9AI7eR99ffXz4Tq57aKFn3I4Vw7KNGMHgwLTQmJyfj+eefVxzXsxjSkJ6ebji2sLa2FsuXL0dhYSFee+01w7nxhioevLgAntZTKHfHo7Kll3oNOXx3VLRGpB58M7Is0NzNLUQxKknmjYJGG25kwtNmT/WBZaXdddmUTLy9s0Z2nVJLJ7KO6YPgngAAHKrrxNEGThNvRGuohze3VmH6FWLKDp7SW2+xrm7tRWacNNUHmbh9jEUBQy3p92Ofim6c172yHd89MxfXLBhv6RmhoqGzH1mJ0bp5qsg21FrkhWvA6rp4k+eTYsKrDZV/cqfdBo8vIG5GQix/RGiMHEYlRnPhArCWKscIuA1r6Pnz9KCVEslsmhozwhNtvh+q20lRuSabQwwIDuGA/DvwuYetCKvzxieL5Qa/QTjyNAplBuu6q1LKmh6OcJpIwxsU8lz8Wk9JT8LDCJv3hIw47DKRJ5o23Phnm2UPtxMKYZZlJffJvwUvyBlNjxYK7nlPjNNPixpZo4YbLO2C29vb8cQTT+Dmm2/GLbfcgieffBIdHZGjc6+rq8OyZcswbtw4PP7442hqakJ9fT3q6+sj9sxIIznWiYtzAphEiV/gQc5Tkwzk+7GG4MQCccHmhSTLJRKTEx8DaGRq0Nqg+DoaFZsMB8Xd0B6XrFquGS0q/6zfFYvkMGqbQzNo7HJbouKnJRfmtaLy2D0z0HJl5HGkoUsy0Q80dgcXXbN5quSQv6PR73DRLI52/fErZ1t7sArk7yHkTwuEZyM6ZCzEpyEmZ4nzsY1hMIGYx/mNV6gpXkiEnKeRVw5RzpnaKDLUPxXPMVoGj6HeVUXlmvQ433SDlbjeymMZhkF+lnQ/EY73EC2NXGFnTkqnnh+SCFbOG2QL5td6NU8cAArlHm1/kJNmjp2O1kaC0KhxDQ1kfeRjXJ7Zhfcs8wdYsCyL403dYfVo4yGfEycmDvWRPwI5TAuNu3btwsSJE/HUU0+htbUVzc3NeOqppzBx4kTs3q3OChYK1q5di/Lycnz++ecYO3YssrOzhf+GOzQFGWI8hdvKIT4/+CgWKN5/Kuzl8zF7xiyNxkCS3Rg5p2ehIiG/5jgf0wBjObT0sLm8WdASS56rU7Sf4kLGa0UdIVjd+ecOZQGDd5kRq2jtO1h9x2eumYvNv1iO8wqyrBVgEMIGJUzljVgaI4eJGdJN97+/L5KjsDLLQFgQwR23mktaZ595KvyBsFQMBsR5Uvp+ei6KRxq6IlkthNwxgq/D99lwOHDxTSRPKj9YgrUR8DXjU8w4gms9f1zL0si/F02nnGGSvEreZoBSCWW0GUlronyMtxD5jwHxfQGgeH89VjzxJW56Y6exB5nAJwekhp52j8qFIxiyMD1F3HnnnbjkkktQWVmJ9957D++//z4qKipw0UUX4ac//WkEqgjceOONXAJhyn+nM0jLWqR8zclJ8YO9dZrXmsFPVkzGtxaMx5RRPKOnEalR+xrezSLg4dx5o12U7kubUa1YqIQFQTxk1dI4Y4zoVpqVGIW/bDoh/N5b3Q5AdA1WwzgK6xwfLxGKMMu/UnlTaNblSEK+EbW691C6pxqD3cZgbEr4Wf/k1iMhbipMlkbSfXkE4cX3z5kg/O0LBOAkErJFYqqO1H7704P1eGwNnVG4vc+r8O4gq0FTeDqNJKajwIo3yECCH5vHGrvx180VwnG54CBHuMJK1LqU1eZiIFVQiXNOCJZG2a0KV94hbE/m35v3surq5/L2aQm6rGyP4KXEL35j3hhcODMbSyamGarHc9+aq/ocnrCqqUt7r8DDTtQ9wLLYeLQJjxQfhs8fQJUsJIpUPL++hevfm46FPw3Fi19KSSh6vENzvI9AHZYsjb/4xS8kbEMOhwN33303du3aFdbKfR2gNUe7fWSC9wgJjYTb0uyxSWEr987z8vHI5TMJAgb9e9Re0d8namujY+OBYNwi1cJGcVk103LyRZP8bZUc6LxpYnoIO8OgvkMkQHrtq0oAEEiIeMjbq61HqZLzBqRaUSvgF6ChbJXyGXT3G27LT0OnlAhLbvW16pKodtfSScbix0egD9KCkBEfJdlc8mMp1DHFhmxbJ0F3s/v+30uw9UQL9Q49qyGtTmb0akN4ylGAfK3ffnQIDZ39kvkoXFa01DhzrOhWIybk7rZhdU8V+r/0vBFSmMGGfCyouSUDpJWZu2jlNKUnitNuw5++PQ/fWZxj6Pm0dDX8c17ayCmbD9Z1GipL7p76nb/uwEsbT+DtndWYPlrKj0AqnmnCb7gg31/NSQu/C+wIIgvTu+DExEScPHlScby6uhoJCebzxH3doTVFL/z9emwo4xjIImdpFGfFi2ePBgDDWjFD5ZvZRKiId76OBu48y6Lf4xbIbsiMG/a4ZLjSczQ1pWY24bSaWGX9Il1L6zr6UVav77Ikt2rS0ot8/+8lAIDqVuv5UaeM4haPKIsWgoEA335mYjqohAIK6sPB3cTw2mweIkNjeCyNcjx19ZzwFvg1hsNuw8d3LMW/b1uMzMRoyeZdTlwRDgyGBY6LbzJXDyNzLP0a4yEEgwE5A2VXv1ciFOktDcV3nKV53m5j8N8fnWk6DCXUWFd+zS2r7wyWZx2i1xL/r7TNPP6hKyCovbeaWzJArEfBa7T6gNG5gDa+rLp8k3uIlm5R6Vzd1ov5uamSa0mSv0iFQgGAk6jTD87Jw4rRQ1+RMAIpTO8Ur776atx000145513UF1djZqaGrz99tu4+eabTafcGIE+fvrOXgD0mLZwgLQ08oIpza/eevnqgeRyGLmGXHdIS6PNFSvJ0Ugr18i+S34Jacy0GjtoReB/4JLpkt80gdqom4oWEqM5j4FIWbLDAf6bm3Vhq2nrxb92VQvkBvI4jsF+Y/k3tRFjMRLISLCeHH4ESkwfnSRsvqSWRu5fI9/RcHxSiNKUOM+LtWqleC+Q0LU0Uuo0RL1LQ8bxph7Jb39AKkjoCW9imIbK+awEzB6XbLpelt1TZesy3xdOttKZ3I0VCkmZZPfJTIhCnklSmIGEWjvK3XhJyJV74SDKo8Hq0kwquetJrxZKeaTSuN9rLL+sHP1eP97ZeVLiSSXHtGzRwjljdCLCQEg/KNi4cSMuvvhijB49GgzD4IMPPpCcf+CBBzB16lTExcUhJSUFK1euxPbt2yXXuN1u/PjHP0Z6ejri4uJwySWXoKZGmg2gra0N119/PZKSkpCUlITrr78e7e3tEX47bZj+ZI8//jguv/xyfOc730Fubi5ycnJw44034pvf/Cb+8Ic/RKKOpzX0NsAdQTKCSMc0etxu9PVxg90ZgXQmhvI0GjgfGy8uvkYnaSuxFPzCR1rxrLqBWtEU5qXHITct/HF0cjCCdUv7OnKyjzTkMZpWLI0AcO7jX+Lu/5QKMaSvb6kMTwXDBHmbq9H6hwPjU0PL+TgCbdDcU418R6PugKFalGjQI7rwBZQzpySmkVInc54lxN9W4s4HEHImSX+AlQqNIS6ZVke8VXdSwZU0+O9nhzmPplAYM8Uypf3/zElp2HHfymGRckMOgdHaEBGOhpdTCK9u1c2dYRhMyeL2S6RrMK00G8MIFsYoIuWaz4R1+Kl1R/GLd/fjkueVOWt5xEWJYW3DWYnZ09OD2bNnU9MPAkB+fj6ef/557N+/H5s3b0Zubi5WrVqFpqYm4Zqf/vSneP/99/H2229j8+bN6O7uxkUXXQS/XxTar732Wuzduxdr1qzBmjVrsHfvXlx//fURfz8tmM7T6HK58Mwzz+CRRx7B8ePHwbIsJk2ahNjYyG9wT0fozSUuh0iFHJHnMwxYNoD6qmNYf7gBbPx4dLnDT6ARDksjCyAphYvLcjDGLU5mLFRal1h1T61ps+4+yoPWNunxUWjuduOBiwssl8vLZ7QEwGbw6cF6PP95OZ6+Zo6CWdIs1t55DpY//oXwW64wMboA8+5QW8pb4PYqF7/BjqlSEvxIBfhwuSSemRXA3VfMDktZI6CDnBrYAPDGlko8/dlR9Rso92kh1K4gjy1/7asKahofEm0UIiW9ehgRYoaqYKgFuSIrwEpdd/XeW++VLSuKQo5plD73aAhsr7zcLFjawxAnOVCQ1/DGJbnccY1cNQLjbPCaSL0mLzSenZ+BjUeb8M3CsYbvdTq4SnkJT7Wqlh5kJ0mViAzEuWjjUVGw8QVYUCJjFDjW0CXEXDZqeEDxbtBxLjvmjkvGqcHL5BUSLrjgAlxwwQWq56+99lrJ7yeffBKvvvoqSktLsWLFCnR0dODVV1/F3//+d6xcuRIA8Oabb2LcuHH47LPPcP755+Pw4cNYs2YNtm3bhoULFwIA/vKXv2Dx4sU4cuQIpkyZErkX1IBh/Vhvby9+9KMfYcyYMcjMzMTNN9+M7OxszJo1a0RgDAF6FkSPL4A+jw9NDfUIeEIXPqgIBODxBdDS4wXYAIr3hy//pVZ+MDkMWQRt3AxmN2D1410urSzHfF1GJYquui6LcX+17ZH5bmNTYoL/Wh9/vPZXbdOyaEIq9bgc3/97CfbXduCOf+6xXBceeelxOCc/Q/jtl+9CVKC1aD+z/ljI9Qo3vDItrpZWOxSsHhtAwQBair+OkFsa7//wIFXokiMSFkQt8AqsB/93iHr+2wvHC3+/8OUJ6jUCaO6plmvG3z80BYxl+ZmS3/J4Tz3hP1IChdVi+fo0doYe4iAvUyTCkRLFDGXI65gdDNHR2r+IhGUcIuWeyqe+4cm3zOTs5kNqSEvjpwcbFNcxDN0wYXQtuv0fxtb9tDjuHZZNydS5cnDQ1dWFzs5O4T+3O/Tx4fF48PLLLyMpKQmzZ3PK25KSEni9XqxatUq4bvTo0ZgxYwa2bNkCANi6dSuSkpIEgREAFi1ahKSkJOGawYDhXfD999+P119/HRdeeCGuueYarFu3Dj/4wQ8iWbevBdYF3UK0kP9/76C9uQHe1loAwHWLxuvcYRz/2MGRGgnpNsK8YRViAoxJjWD9XniaT8Lf24HseDv+fmkmrpk/VijDzwKM3QGHAX8guTuikSldvmnJIVxEo4yo3CgYkxK6ayCt+cKRW4vf7MoXDF4gPXNiuuRZepAzglrFazfOx4qp3MIiz9NoZA9C1lceyyhcM8hRjT1uOhEOK9uMhIowpBcdgQ7IPmlG6NdM08sau87Yc8QCjmuk13n4shnC3539PsXETc6P9JhGaxUd7PhiPWQmSl3pAqzUPVXX0hjiB1TrUlbL5dPx3P1uqaw8S8VJILIHc7+Hg1eqgstAlnuR7p4qjWmM1GvuDnoEmMk3zYO3kMsVlHIwDMONdxmMOri19xlLuPjubi5mb8/JNmMFDzAKCgqE+MGkpCQ88sgjlsv66KOPEB8fj+joaDz11FNYt24d0tO5/VR9fT1cLhdSUlIk92RlZaG+vl64JjNTKVxnZmYK1wwGDG8333vvPbz66qt4+eWX8eyzz+Ljjz/GBx98IPG/HUFkwPo9IEMNwqmNVcYwsPjF6qlhK59GwAAAgUAAJSUlKCkpEQJ7AywLb0s1WJ8Hvs4meLpaEeuywR4UEBMzR8Pt8wOMDQ6Hfhv89iNOm242KS53D/cvyfhmNabx/osLTGkHeVS2aJMShMONkdeOqq0pvCWyrL7LULxLuNyobTZGiHkQkxtz58z2f61N8mBC7mUg31yFS0E/IjRGHgzDKFKmGLtP/RzZP8Lp4rf1OD3FBlcf8Tlm4pl4mEu5QWmoIdpX5c3f1OUOq0eA1aKsCmRqIROhpFtQpvGQum8OJ4hV5v6oaunFbUG2ch7y9dcM6+ht50w0Xaf3dtfK6qYPPk1YiywPtNG+G6lc6HUaZDmDiUOHDqGjo0P4795777Vc1vLly7F3715s2bIFq1evxlVXXYXGRm0jEcuykjmYtreTXzPQMCw0VldX46yzRNroBQsWwOFwoK4ufAnhR6AE6/PA39spDboPY39h2QB8XVwS10kZ8QALTM0OX+oUtaqSg+dg2ZFgXQCW8L3nBRZRk2dDe68XDMOgo0+qFWP9SlcwV3DCNGOhkleYFJSsxjRmJkTjhW/Ps3SvAMrkHY5FWWDslCdipqwVnx7U126FM/aWF2j5fKWC4sHk66pdPtgxjbEuqeVakSM0TDvo4aDpPx1ghcjoO4tzDV0XutunCDXlD+mKDwDn5KcriXCIgmh1MpZyQ4nBHot6kM+xv/nvQVnKDfp7/3CZMeHAqtfDUBrafF3EaAJ+fRqc+piCQmEntTQCwJqD9Th8SsyRyH8z/porzxhn+HFzxiWZql4H4ere7TZuqKkLhsbI15YP9tQauj9SpOoDQfJnBQkJCUhMTBT+i4qyTtYTFxeHSZMmYdGiRXj11VfhcDjw6quvAgBGjRoFj8eDtjapxbWxsRFZWVnCNQ0NSlfipqYm4ZrBgGGh0e/3w+WSJp51OBzw+ZQm7RGED55mzn3U7xcZyWJc1twkafB3tyHQz1liuEmQDatmUChKNvmcOnUKAFBa045vvrgND//vgGLZ9PXIk9iy8AdYMM5oJMXIOJxY5UZIoJG2YKHi60IKQaFod0LVDL1PmeTD4f4juKcqhEalQNrWq++CQnNxsQrepebZYDyiVbdNtXVvsPep8hQuESAtHsEAQnRlM37Pz1YZIzMIp2aZ98CQY81POaVwXnBDN0cnBQS1TsNBQLAA+ZpY39mPN7dVEefp9915Xn4kqxWWfhGudEv89MXK3FOHQ6eQ7w347ylv3zYi1EFO9DNjTBLe/+ESbLt3he7zzLLhv7dHTMVg5nvx3jpyIid+nV4xNRNf/nyZ6v2RsjT++iLr5H3DFSzLCjGShYWFcDqdWLdunXD+1KlTOHDgAJYsWQIAWLx4MTo6OrBjxw7hmu3bt6Ojo0O4ZjBgmD2VZVnceOONEsm7v78ft912G+LixPw77733XnhrOAIAXM45AAAbwLcX5IStXH+PqOkIBGMKw6kZVMtzFAhaFP+6uRIA8NJnB3DdolzJNfJ6sCwnuNgT0pDFyrVtykp3uX3YWdlqSosrL2X66CSU1VtnlOMRapvycQ1uP/DG1iqsnjmaKtiZrxc9ppH/SeZvcppIqtTR58U3/vQVHrhkOs4mSG1+deE0w2WQ7c6y+sK72vHUWJc0T5VQpuGqRATyfFhyl7Fh6NX1tQbX/1hTbovyzZxq2RbrJNxvoIDkWE4pnJ4QhYqWXrAyhlAj9TDlnir523y81kCC9l6PfXqEOE+vudE5U585nH5BONqLVBj+ZMVky+WI7tlSIpxhYWmUQR7TyIMU9mjjfO74FMUxDtKCRieb4zkgiavMpC7hXWbV+te07ETkaOTPDKelkYyrTI1zaVw59NHd3Y3y8nLhd0VFBfbu3YvU1FSkpaXhd7/7HS655BJkZ2ejpaUFf/7zn1FTU4Mrr7wSAJCUlISbbroJ//d//4e0tDSkpqbiZz/7GWbOnCmwqU6bNg2rV6/GLbfcgpdeegkAcOutt+Kiiy4aNOZUwITQeMMNNyiOXXfddWGtzAjU8eUxzoU04O7B+AiZ9lmWBevzhDVmUs6o1tHRAbtdtJTy85+vowGt9Tbqvfy/DlcMatv6wDA29HtkQqPKon3li1vx6g1naF1iqP73XBBanKcVwa4wJwUlVVL3hQ+qbNiy4wie/+IEMoNaxFCEC94FVL6o8AsiadU24547+8G1AIDv/HUHKh+9EA4bA1+AxcWzRxsuIyFanJ7cvoApIY+8VG0TP9hEOHwOVh5mN+gjGFqwwn5r1FIUaQXCWZPTxWcF/7WiVDEiJA0HNk055HWelp0ocVUM9ZWszkThaEt/gMWY5BjUtvfh3Kmhs1rygoboCTP0v7e8ivxYltfdR4TPhJJShAGnMLISQ2o38Ty+f6g9Ra+ocFoa/71LtJbyCqrhil27dmH58uXC77vuugsAJye9+OKLKCsrwxtvvIHm5makpaVh/vz52LRpE6ZPny7c89RTT8HhcOCqq65CX18fVqxYgddff12yP37rrbdwxx13CCyrl1xyiWpuyIGCYaHxtddei2Q9RgDgnPwMzBufgqc08nv5OhrR09Mjse6GDSzABvwR0Qyy4KiHSe0MIJ201DbNQnyBwyEIMXJtm82lrrnbX9shKc8Iqpp7cMNfd6C8sdv0vTRYXVjkONLOHW3v9SI9SMEdyqLMu5xuLm+WHOc/BSkomrE0ymFl6SGtn+WN3WJsqslyIhWXESpinNpu5uHaaw2DPdtpAX4cVjZrE1hZQajCgZ4i8NErZhHP4v5lAWySzQuQzNfKgRWt06fVIObStXT7gKNoxiiZ0BhaxfU252rfLxztFa44dDkRDv/HcHC7lzcj/z3l5HcdfV70eny45uVtKK0J7isMfQNlG/OeCWZhZn8mxpla+8ZGu4aR4l/eeFz4ezhan0ksW7ZMc8wa8biMjo7Gc889h+eee071mtTUVLz55puW6hgpDIPh/PXBG99bgJ+sFN1DWJ8yhmx+bgpaW1up9/f396Ours4yo21Ttxv+nvaIaIJZFtScN5qPUszk4uTE5yZk7E4408aBcahrrp7+7JiBh0lx7SvbBYERAHZWtmlcrQ+Ssv0v3znD0D00YZBmQQtFaHxDlpZEeE6wbJL1NcpEnkp5ziqBwdZE3fq9olb37Z0nLbHgAkBzt0qupUEWJm85e8LgVmAEYUVv0PtBCCUYQtCzqo8h3OV44imfP4B91e0aZX59Ee4lUq8tI+2eGo5cwvzqwK9LvDA6HC3L/JoqV5Q6bDb8a2e1IDACUo8Yo2AYxrDgNC5VqhA305zyNE5mYdTSKPeaoSkiyDzXw8H6PAI6RoTGQcaFM0cBEAOWSfAkOAAwcwyXnHv5lEw0Njais7MTLS0tEiKigwcP4tSpU9i7d6+luvQENz2VLT0AuLjDsrIyHD9+XEiLYRakewRN2CUnD/kExWtXGQD2+FSwrLgguWI4odGRnAWb0xjDlZFpyq3CLFgX4qIa7bSj7KHV2HnfSpxXkGVswdC55kQT951C0drFRdEXPH7Oj4tyYPbYJMkxI1Al0TBRVzIGguwnQzUBuFlMy07UuSI873l6tNbQB+/aNxSFKTNjd281tyF++vPjinNhHXuUOp0uY9ssJqRb8xwKx+a7l2Dj1MvnpwXRrVlKhGPGnXKwoOae6pIJjTZG6VJK5jY1/DwY/3Zyue2rcvWUOYrnyMKDzMLovOGR9Zs/byhXXCNhGx7upsavMUaExkHGz86bjEvnjMafZSkZAh6pkMKTg/ITzbFjx1BZWYl9+/ZRyzWa/NMeo0yvUXqSE+5aW1vR09OD9vZ2HD9+HNXV1YbKJEEuJN3dynx5NmKT0C5j3qwOEoMkZ4yCIz6V43YNTjzJo8Zj1qxZsDmlNPGRQjg2gtFOu6AciHLou3HJ59V/7qxGq1s52Yaiyf3R8knU4yRdeqyLEyzlDKtakNcoVPfUiRnxYXdhG4qbexLDYK81AgI8qU048/eFC1ZcENVy+fGw+pq0fj30Wkwb4f7Ev798pqX7wjFHNHWJnhhGcvGqV4b7R4xpHD5EOEr2VLp7Kg1yFmxDz2OsC41bTxgXGiuaOcXyr/970PA9kmcbHJnyOj6x7ihu+dsuiacCOS8Ohz4xAjpGhMZBxtiUGDxzzVzMz02VHGf9UgHKD3MTcG2tsTw8NDvE2EADSkpKFEJeY2MjurrMMYnqzYvOGFHo23ysWXE+Li4OSakcSUN7r1eYwuw2G5xO48l0jdRFCyGE81FxlwEqdvlC9psPD1OvC2UC5nMFzghastt7PQgEWAldOu9qaobqm2xrkqbcjCXhhiW5wt/N3W5TDItGNnWRohMfwdcT/CZwKMbQhjtuDVDmGQ13+UMZ4fzE1y4cj8wEa8pPq+11NZFTsI9gcZaHFZiqC6SsqXyfGw5WJXk78r+NxPEbazOastfAbRTkmCBCDJX5PZRpY92hBvzs36JRg8w1OeKeOnwxIjQOVcgGVUzGeAB0AcHtdlOteEZiG/m4ScYuCmC56VwcW0uLUqNFe44W+Op6Pf1ISkpSnI/NGE91L7XHJsIWHY8pU6agNSh0fHa4QfCdt8SEav4WAeGe5L57Zq7uNUYfGY66sSxwqK4Tc367Djf/bZfE0siT5Ly986RWEaqY+9A6S5r5q84YJyyQz31ejqMN5vrecIfVrzocY4hOB4jxQ0NParQqNF4iYzsme5bTbjOcMoQGScqNIdhmWghndY24b7q9ahZAa+3/8DdEl8r3douslkmx5hSxJPi9Cd80w8k9VQ61mEaGUa7LRqyRcjBgTFgapZ1tjMl0HWZxxbyxwt+h5vA8FuSFONXRhxZCeTwiNA5fjAiNQxT+zibJb28AsMelULV2Bw4cwJEjRxTHjSzEq6cmAwBs0URMRfA2mpBXV1eHAwcOSI51dXWhtLQUnZ2diutZloW7vhytNRVoaGiQnIuLi0NDlxvOtHGIGiV1k3QkZsKZPAoMw+DLo2Jb7DnJEdJYmXKG0mbaYYia3lhZoUzAZJu8tb0KAPB5WSOVTnzbCToBk7nnGb/WbmOwKC+NUkjI1QAw+Hka9RCu/joULV+nI/jPFS6rXjih5TIbisXQygaW1qvXHuTWhiE0RWsinOl6jBiq1KxZVo14TrtNIDZ7e6cYdhKKgMff+Y/tJ+EPsGEhahsoKGIag8uzPKaR9iZWrLOce6qxa+U9LSQXYg38+qICzBqbhPsunGZ6Tlgg85ST49MD0nCpYWB8HoEKRoTGIQo2ILUStvf7EXD3mJqA1eIdeXg8HkzK4KyK/p524Xi0i+sWHR0dtNvgdrtRVlYGACgpKcHRo0fh9Xpx7Ngx9PVJ42C62niXU+nUl5KSgokTJ6K1m3BdDFo7GbuUnIV8Z5/f+kI03OYpo66c4VqTyfQa/IIf7vXebHF2ihZXq12Gwf5EgsKcFNVz4XqVkQV6YDBc3VNvO2ei+n1ycrIIDDB/gMXH+08BAFq6lYzhQxHhVDiF0qahfA5a3t2Q3FOJW9/ZWT2s3FPlsy0/ll0UxvC69n7Jb6fFnCJWYxqXTEqnXxgiblqahw9vX4rUOBcxlxnr6HrWVnkfHw6KhBHQMeyERrfbjTlz5oBhGMssocMBtigpm5onwMDmijY92Kqrq1Utjr29vdSNqZHEqz09PQgElBqvQ4cOSZ/RxQmeZBU+O9yAq/5xAiXVnZIFxZk6GvbYRDhTxgAQGWUTo0WXmbL6oDXzNJtz/nTtPMWxgbA09gfjWQ7WdWJUkmg14Jl0bQyDXxZNBQBMHaUkTVJDuFgQnZQNx+lEhBPpbvyTcyfCRKaUEYQAwT1vCJqwrVo//TKmSHk5oQg8fDuR7SWn7h+qCOcXNiKoqXWpUOZZmjAXitBIoqy+c1gR4cjB92u7jZFYG3/w1m5Jfk6ArtgMJzr7pWPiR8vVlTzhAj+sjU4bPr/6hfe8W6o4NiI0Dl8Mu+3E3XffjdGjR+tfOMwhT1bf3uuFPT7NtNausbERu3fvhtfrVcQ42u12tAcXaVdmHhxJWXCZmADr6upUz7W2tqKxsRH+IKEPuej9eX8Azd1uPPChlNGLsTvhSMwE4+CERJ7VLSVOFBrbgsHUVhbLUOap+y+ebv1mA5iYqaRcNzqxhpI8eUNZo/C3msvVxKA1mqZ1NQuzm0w75eUMEeEMCZEwNIRjXV08QdttaAThAz83ny7sqYAYz8xj98nQ8tUCNNIRwpNkKJppaQjjNw5FqApljugKspWTQlEoQmM7wewdYFkhHi5cgmgkoZZyA1Cmkyipko6BeJeVPI2QxPhpgc//ysMI87pRqCsjOBidyyZnxauee3tnNZJlsbKh7FlGMLgYVp/uk08+wdq1a/H4448PdlUGAOJgdWVxmiXGZkdOrjUtU2lpKfbu3avQgqfFu4Sy7TEJ+Nm1FxguUx6jyMPv96OiogLV1dWCoEpu4vlNwqmOfs2YmAkZ6rmrrKxDVrWy+Vnxmm6E4QBNQBwIS2NqnGhVLqcQzXT1+0JOEEzC7dMnZyJBI9oIl4vcUNjba71KOF5zKMXxnu4Yyu6p/SbHHY9ut5TF2+21Vo5RkOkfhjLC+YmNzN9qSrBwWGxIoSjWggDEIz1arCOXU5n7ezhYleQ1JOucFif1vEqMkYXPGNiMKBQlBvYiPKN5JMG7hcvBv5NRr4kYp7YgGyVTOBthpR3B0IT1GWKA0dDQgFtuuQUffPABYmONUQ673W643eIixKeL8Pl88HoH1w2Gf75aPXxdInMpufGLiYvB5KzJaGxsVLCbRkVFIT8/H319fSgvVyZXBYC2tjYkJHBuhm63GwF/ADaHyF5qt7Hw+XzUe41i165dwt8sLzSyynIZAJfNycaja+i00M9eNQter5fK4MWyrOlvyML8PQCwPD8j4v2F1ieNTtj+EPrzFXOz8ecvuCTeGfFKt+T6jh6h/QNsgPocOUFO7j0fqz6vs8eN9Fjj006PW/k8I+PX59Xvw/6Af9DnAa1v7Pdbq19tuxhXzI+5wX7PrwWC39JroO/xMPpdQv1+fg2h0Uw/6/PIxp6s/xopx+fj1wTuerkVdDj0VZ/Ma0etzobexcBa5vfTyU8CAfqcbAVJMQ4kuBhL5cnveWs7wbStsm4MJchDbQLEmPjgh4tw1mMbhXNykhhjfd6n+ZtWlppYZaYt71g+Ec9uOK56vqK5h1oeLwe7PV5j76fD1P+Dt3YLf/9o2QTYIfaJodA3Qt3zfp0wLIRGlmVx44034rbbbsMZZ5yByspKQ/c98sgjePDBBxXH169fj/T0yAQTm8W6desoR9U/y45t29AcVEDJBcNJkyahqqqKeo7H5s2bMWkSx1Ta3d2No8caAEa06B07Ugafp9L0QJ44cSKOH1dOTsdbGQB2NDe3YPPmzUhLSwOQAQDweD04UnYYAF1LdWjnJhy3A6fqbZBPoTU11SguroKZLtzW2ori4mKdq5TlJXUcQ3HxMcPPMQ7xWZs2bsQxmS6kuUn53jRs2rQRRy2ycHd6uHowYLH/yHHF83bu2BncF9pR0diJjz8uVmhNf7LV+DfYtPFLlJmo65vblWVv27YVTYcoFwMAawfAYP369dDrG5UVlSguPmG8MhFAWytXXxp27tyF3nIrNg3xvdd/tROz09TmmRGEE7U13HgtO3IEanOaHNrzkcPgdfrY08yo1unYsaMo7iPZt9XHTVTrcRQXi2tLV4+0/xqpZ0UX94yenh4UFxeDC4cK37tGDmIdD8rmSmmd1d6F3q4nThzXXV8qK+lrQVVlKHOYtD4zEj0htj19HgutjgODkyel7btnz274q8S5Ny3Kjpag++3JVlEpF+tgDbXZvhbp+Nu8eRNo/YErizve2dEBWpua+UZpblCfw2N+RoBans/DjesvN25CubrDl4Dth7X3KqRuaWLfURQXHxV+D4W1qblZmSN8BHQMqtD4wAMPUIU6Ejt37sSWLVvQ2dmJe++911T59957L+666y7hd21tLQoKCrBixQqMGTPGUp3DBa/Xi3Xr1uG8885TJKm/ff2/Ve87c8kSzB2fDADYs2ePYKmYPn06oqJEi+Hu3btptwMAZs6cCafTiZaWFtQESrCmUYxNnDVjOhalTaamz0hISEAgEEBPT4/kOMMwmDt3LvWZPQcbsK62AmMn5OPqK2cjMzMTD/yGmyRcThemTZuA9yuV6UIA4NILL4DNxuD9lt1Am3RQ54wfh6Ki6fjJ1rWq7ylHamoqiorma15DK+8731itcK8IB8hnLT3rLORnSYlm/tu6BwfbmuS3KbB82TnITTMws1PQ1uvBr0u+AAsGWxqVC9SSRQvh9QfwYtlu9PoYHI/Jxx3nStOjmPkGy5cvw/hU48mJaWUvWbxY1V34zm1rwbLAihUr8OuSLzXLzsnNRVGQ5Gew8OapnTjeRY8TWzD/DJyTn2G6TLLN5syZDbZ6L3WeGUF4seW/h7C1sQaTJucD1erafRJFRUWq58jvqHWdIeyvx+vHlIQUAJCfPwVFyyZQnyvHVUXLkZ0UrXqtkXruOdmOpw/sQGxcLIqKzoLPH8Bd2z4zVcZg4OH9X6ApyO66sV66HpB1Vvtuau06edIkFK2cRD3HY9fHZUC9Mk9uXp71OUxenxVnFKBo0XhLZXm9Xmx44zPquWP9cSgqOstSuQOFHf87jK8axNQj8wsLsWJapvCb9u0Soh3Y+LOzER+lv422H2zAX4+KbPZnnXUW/li6VXFdUVGR8Kyc0RmoPKoUZsyOj/t3q4/nuy5diDMoa+kjB79Ep9eNxUuW6rrJFu+vx+Gt3NzitDPwapDixEXZcfFFqwBo74EHGrW1tYP6/OGEQRUab7/9dlxzzTWa1+Tm5uLhhx/Gtm3bJEIRAJxxxhn49re/jTfeeIN6b1RUlOQeXhByOByD3kl5OJ1ORV18RI5GR4LUIpqbmSBcP2/ePFRUVCA9PR3x8dJAZIdD/dMePnwYhYWF6OrqgsNmQ8DdK5afkYC0FI5ZNSoqSnDvjY+Px5QpU4T7e3vFewoLC1Wfabdz2rWYpDSMHTtWcq69zwubRkR0VFTQXZISE2Gz2U1/Q5uNsfTd42Oi9C8KETa7sk9qtQ0JF6UPGUW0zqtNyU5CWb3oPvzchhP4v/OnWXoWYL6uP1uVj8fXHpUcczr1x69W/+dhs9kGfR7QivcJxzwVF+1CN+jzzAjCCz73KmOC5cHoNwn129k1yDPsJsaB3vg1Uo49ODYZhpuPGZvUNXCo9tPEGKcgNMqhVmcj7xJlYD6jEYIBQI8nELb2SohxRaTta9r6huw35WGXxdgZWWMAICXemNuMQzb+1NYnp9OJP14xCx/srcUdKybjS5nQuCAvNaS2vPqMcXhnlygcx0bRv7mQR5oyN3xUWoe2Hg+uX5wLANhdLaZms9u0hcYet19R3lBYm4zsF0bAYVBbKj093ZCb6LPPPouHH35Y+F1XV4fzzz8f77zzDhYuXBjJKg46bLFJkt8pRDoMh8OByZMna94/atQo1NfXU891dnYqvB/GpcQiMzMe8fHxiI6Oxp49e4Rn8Zg6dSo6OztRXl6O7Oxszefzxdvs1hm/aMQSVmLrw5UGIhKghbYZfceEaOsTrpEcU+HkMTDL/tveS3OTHrrf0SyGAUfECAzCLrCnDnJFKBgKpE9yDMU6aeF4U4/+RRZghBxMLfb53yU1eOzK2WGph1WGXR6n01xmhLyHZ58NN66aPw5XzR+HYw1KrofvLM4JqexrF46XCI1q7Kh2DSbo2//B7QmXTErHxIx4xEeLe8N+Lz32dgSnD4aFeD1+vNRlgreqTZw4UWG9Gu6QLw5y9kOjrFMFBQXo7e1FWloaVWgsKSmh3sfv6XmyIZvNhkAggOTkZEmdkpKSBAujFnzB9/nscCP1/MMfH9Ytg7ZgWmJPHcKLGm1yNvqOqXH6eTXVoJeUl0V4hW2zJVW39epfRIDf9/ALmxaGQj69Q3VKN3Ae4WA+7Y8w2+UIRAjsqUNRahxCkHdrsrXuXJk/oHUZChislBTfOzMPf/2qQvg9NsV42AANQ2A6tQz5Fwj/XkFaoJHyaddYEexXTM3E+mBqLXlfU2PLtQcfrpV/8ZP9p3D7uZOF/UGUwwa3b0RoPN0xwns7xNDe3o5vzR8XcjkxMTFB0hl9N0d7jOizLp9UZsyYgYkTJwplmUVVS4/grtXnsbaBpQlUA5WnUU63HU68eZNoJactuPdeoO8GGuqGw2Hg/sFMs5WZEK04ZuQ77qhsVT23ZGIa0uJc+MEy7TiigUCnhrY6HM2+8ViL/kUjCAvEhNhDb/e8clpWWMoJ52b6ZKtSIXR1GNa+4YZrFujHEUaiR80JciPwCDUPb0PfENbK6kCuoJNbGn99UQESowfaxqJsTzKvslFEE2yv8v3CpEx6fkV+DmvQSIFTvJ8zRvC5Va9flIP7Ly7QrMtL1+sbGkYwtDEshcbc3FywLIs5c+YMdlXCjurqanx7UQ5uPSsPjkTzJBg0TJkyBYmJiZg2jS6E2KJEDaN8snQ6nRIro1EUFhaioKAASelZcGbkAQCe/uyozl10zB2nDNQeKKvhd8/MjVjZSyeLrtny3E8AkJsehw9+dKZmGaEKdHrWLJYzNQrISQtNG62Xz0kOWq7OUD/9L1ZPxc77VmJUklIgHUqoaevTv0gHtDQqI4gMhnKexhiXHUsnDQ3G8KP19BRLAFfPrxuyEvRj5iOhh5DnxAxVATl8RUZgf22H5Ld8H3TT0jzs/c0qybH0eONcB5bCaSj35FggvPu4VMzFSH7jby8cr/rNK1s4hc4d/1T32Dl0qhNunx/+YLoSu53RJbk7a/LQmINGYB3DUmg8XUHmHrQxDOyyeEariI2NxeTJk6n5LRmGARgb8dv6c3iiHF7IjImJgSs+VRBM1h1qwI4KdQuQGm45e4LiWGOn+STQ1qyTkV0Kn7lmDh64uEB1MdB7eqQTJwdYVtJu/F+vbDqBS//0Fcob1TeANKSYtNx+e2EOpo6SssqG+k1sDGM6tnIwUGPSNZeG0ckWc7GMwDT4HvXil8aYUwcal8wZTT1uZjiFY9QcbegW/r7nXTqj69cJkV5j1FDVIo3RdOqEKuhhKId/6KGkSspgTVse5GvGi9fNs/w8I3sR2hVFM7U5JPRA7heMhjoBwL3v7ccDHx5UHO/3BARLo8PGaPIrFGQnqrrDjmD4YERoHCJwu90C6cxAotvt07Q0mkF8fDwKCwsxceJE4dhlc8XUJn6WxVUvKWmmaZg5RhSYk2KcuFUmOK45SCf30UK4tH3hxKVzxuDGM/NUz/t1VMyRFhpZSNuA3+A8/PFh7Ktux182VtBvpMCKJtvlsOHZb82VHAv1jYfL5iYcsU7D5V1PB+ytbh/sKmhCLTWAKaElzP3p7Z3VaOuhM5KOQAQbAQdVn8wkHup8M5w3kwky11O1MfGtBZz79COXz8QZuakRrROtDla+0Q+WifsxMhzF6N6hrL4T/9xxEq9vqUSvRxpO4WdZIc7SbrNhikzBS+JXF1pnXR/B0MGI2D9E0NDQMCjEHGxA6n8YbiFk0QQxFtLo6/3mogJct0jKEjZY5BKDzbjq1QksD4fB7Jr54/D2zmrV84zK3wDQ2mt8w2e1qvKF8usiCIVjLA7B8LrTFl7/0CaBCEd/isR8+MkB8wrAEYQOeby+w0SqGBrUGAuSY4d2ug2AC5sg2VDV1tWHLp2Bm5ZOwERK2ES4Qa+D+Qn9F6unYsXUTBSMTkRzl7he65Hg8Vj99CbVc76A1NKYFOPEzDFJCndfYGi67Y/APIazcui0AMuy6Ovrg98vnXITkiOjxdJL0RHiuqEJowQRo5NjFEH5PZ7Q6a2tbJoG24tRrg2WIxxulokx6os6y7JSjafscXtO0hPThxNGyHrMYLgInYPFqjgCaxgsN8OBRCRe8cl1Yqz716AJFTDyypFQ/nz/nImS36HON2o6k3/esiikcgcC8r2J2rrqsNswKTM+5LFuiD2V0jMSLabXOiM3FbEuB2KjxJhhK6/g9UnbKRAA/H7e0sgVGKsSl6znNTWC4YERoXGQUVVVhUOHDqG1VRrr19VhPvbPCBITEwWSmsTERIybJHUZiKS7o1FiD9p83aySVNkMhmOajh63trAcju+lJZSxrMw9FdI0DvQ8inRYrarcra4lxL4QaZfeoYTpo9XdhUYQXgx1IT8/i86UGC7vVD0SDDV09BmfQ0YQPsRHOXD1GSJbbajKuR1N9PvlMelDEfJUFkNhJNPGpZaC1wjsRKFa62CuCuHdd1/fIflNWhr5+a9RhXF1QnrkrbMjiDxGhMZBhlxY5BETG9kBFhMTg8mTJ4OxS7VCQ2FDTauD1Q0JiSMarH1m6jKQ8BDq27tWKlNEhGOfqhcQTz6DZYGpv14T+kNNQJ6H0hOiG+BwUXiG+mmXTExDQXai/oUjCAvsQ2Du1MKEjHj86/uLMTZFSo4kt2icPVk9vZKWheWxb84KrYIjUEWkpiySrdaou6IaWFk/ev+HS7Dmp2cNCwu8QmiMNFeAxQ8abZJ9XA5yP6OlrLl79VTq8d0n2yW/AwEI7Km80iFK5iW2evoo/Pu2xRgXhj3cCAYfI0LjEIXDOTBU+fLJaygoy2eNVbLGxqmQOJhBXUd/yGUMNNxeUUCSB+sDgCcMyXTP1KDi5zaYYqc40Sxl3NNznyXh1UgUrAX5Ah4qy19j1/DoB6HuW8h44hFEHpF07Q8XFuSlYmKG1OIo72dxGgyHWl3S6BwdCVKXwcRNS9WJzIzAyDhXEzJCnQsbOsW5MNSYxjGx0krOHZ+CqaOGh9JKLjQOhX1QJORW8hNvPa6ew9doOqoVT34heIHxlsY/XCFVHuWPSsD8CJMGDTQ2btyIiy++GKNHjwbDMPjggw+Ec16vF7/4xS8wc+ZMxMXFYfTo0fjO/7d353FR1fv/wF+zMqyDiOyrggqoCCYImqJ5AcMtt9QuiVdNu5lb2Q9Lc+lxr5b67V41l7qKfb95s2+mN1LTMHEpt5QwUb8qBrkkoqYgsQ3M5/cHcZydGWafeT8fDx7KOWfO+ZzDe2bO53w+n/fnxRfx66+/Ku2joqIC2dnZCAgIgLu7OxITE7Fr1y6lbR4+fIjs7GxIpVJIpVJkZ2fj0aNHFjhD7ezga8453WqwzBxy1yprlH63hakI/LzUz11kpXIVWWDMni6B3k+uhaZWz98btaUf0F9SpPYPdB6PZ/UuuqqMbSm0l1tWo8fNmKgcRD/G3nRbSlsfpbreH7pC0iTZfo3eg+X9RUulsX+U+R/aJEcad4wYhZ4Ixv79jKy/WpXqeDtTTw3Rnu8sc7R28pW6p2rfztddvzkoZc0M35XeB/CkpTE+1Btrx8dz2/QONc3Ucbbk999/R3x8PDZs2KC2rra2FkVFRViyZAmKioqwe/duXL16FSNHjlTaLjs7G1euXEF+fj4uXLiAMWPG4Pnnn1eaRWHy5MkoLi7GgQMHcODAARQXFyM7O9vs56cLZU+1UTerLJOG/NKvylmurN0dUxtDsnSakmJGNWtI6dwRS0fEopu/J67drbbosaP9WlokbC0iVJ8KK/KSCFHd1t/MXmqNRrKFB0DOxF6ut+pnvOq4ZF1ZvHVlT9X3u0PXPlyN7H5nDdr+7PrOg6df5UDz32TJ8Fi9jqGNYtmNHdNo27mDdZOrFF7b+F9T0ae13dyfJrriU9COJwAChYdm92uejGsM7eB43VKHDRuGYcOGaVwnlUpRUFCgtGz9+vVISkrCjRs3EBYWBgA4efIkNm3ahKSkJADA4sWL8f7776OoqAgJCQm4fPkyDhw4gFOnTiE5ORkA8NFHHyElJQVXrlzh5kW3NPt4NOqELJVU4fwt1UqjRQ5rsLzvy5V+n5LSMiXHwK6dzHrce1oGdVsKj8fD1P6RSI3yxQ/llm31bL2XsbUxKbpbQtouqyFdaq3Jxi47aYOpW1rMNVWBatbMz88qT7ej892hs6VRv+PrumEWGjDhuK1QHcs6vFfLBOwzB3bRtLlJtH5PR5owuUh7KgqK7ORjVSPF7Kkd3ERWGdPo56ncumeOB9aKD2X8NfToatUgM7wHk+JDh9QuT4a8qGbCt2WPHz9GdXU199PQYJr7v6qqKvB4PHh7e3PLBgwYgM8++wy//fYb5HI5du7ciYaGBqSlpQFoqVRKpVKuwggA/fr1g1QqxYkTJ0xSrvawn7+mkzE2Q2R7maOl0dhxF5q88Mc8jttz+pp834pMkYDHVDw0jGm0BFuru+hKOx7q46p1XSt7bM1oD6p0WlaZynhfW6XaHb1WpYu7RKj9/aErplz17NJnL4mo9KVawVg/KQFFS/6ElC6m656qes0uLs/ExeUZRt+QK5ZdZGT3ah8X+/3DKpb81JvPmHz/qu8bTe8B1Za/JtXmTxNQ7A2hK3Zc2vEdqdjQEeX3pKXWVcsUHLYoNjaWGz8olUqxcuVKo/dZX1+P3NxcTJ48GV5eT7qDf/bZZ2hqakLHjh3h4uKCmTNnYs+ePejSpeVhU0VFBfz8/NT25+fnh4oK681tS5VGK/P0fJKOukOHDgCATp06oZOnfn3KjTWxb6jS7+a40Vw3MUHp94Qwb7Vthsb4YUh3P6xR6AuvjUjA47pOmrpL2ACVpDDGZpQzpfGJwWrLFg3TnOXMUFuy+2BEfBCeCu/ALWvtRqbpQcIn05LhZcFK7AeTEwEAYgEf/TprH4PZpEeyHUuMNTIFY2/ibLWruaOqaTB+fLE1qGZTDe6gvQVCV0QFe7f9wAbQf75ee6E6JRCPx1PL+GxqrmKBSZLDKTK2d9OEznL0CfOGr4cYn71k+3MzKlLsku2i46GJqWj6aFZNdGfut4muP3db7+WsP1rTFSneK7mKBZg3NBqzB0fBz9My+TlM4dKlS6iqquJ+Fi1aZNT+ZDIZJk6cCLlcjo0bNyqtW7x4MR4+fIhDhw7h7NmzWLBgAcaPH48LFy5w22hq8VabO9vCaEyjlbV+WIWHh8PX1xd1dXWQSCSok91s45WmoRp75kgb3z+6pSIm5PNwaUUmxEI+InL3KW0T6uOGpSPi9NpfyfIMs71pPpmerFQ2W0puEa4yd1L5qiyT7TsjLgAZcQH4/OxNnP2lpRvsuD4hANRj5Kdl6fCSiPDeuF6Y9UmR0roundxx/Z7mFhfVBxSGyOoViKxebZ9vWzek3hboemSIKSnh+PjkLxrXGZtl0nbO0jm8MrgLln91Se/tdT38sCTV7qr9u3TEpqNlGrc1xXvHXiuNyZE+OF2mPkWWJYaSKF6ynNQIk+23tXurRMQ3ekyjVAzsnJEEkcg83arN6S/9I/Gv78qQEedvkePxeMCwHgH4ukR7i5G+GUzbXQYjviE+mJyI2w+/R/HNR9wy1ffBvKFd271/a/H09FRqDTSGTCbDhAkTUFZWhsOHDyvt9/r169iwYQNKSkoQF9dy3xsfH4/jx4/jgw8+wObNmxEQEIC7d++q7ffevXvw97dMnGpiO3fETkreOseNsKX+7urqCh6PZ3Qrg/7HV/7dHK0TXhIR9s95Gl/PfVprl4i25h9K0TF9wPE3BhtVPl3cXWyna4XUyIl99TE2MQRbpzyFzX9O1JoVsLV7qKYxLHtffVrrvo2dY0ofmp4SF76eprDetj7ylo6Iw8KMbtg3Z4DaOoGRnwE2VDd2Ci+mROi1XZiPG/49PRlbp+juWm/OutXF5Rl4KrwD3no2BmNVejAk68imbIr6ka3PZ6nN1py++Pf0ZBx+bZDScmMrW/pQfID05rMxJttvRlwAtk/ti/1znrabRE7m8EZmd+yYnox/qvSKMhceeFg1thc2TNZ+PHN/37f1NjyROwT5s/trXT8lNVzpd3t9X5tDa4Xx2rVrOHToEDp2VL5/ra2tBQDwVb7jBQIBVydISUlBVVUVzpw5w60/ffo0qqqqkJqaauYz0M627qCczMOHD7ngUX2C+/cxPWhVcGoAACNBSURBVNDZhIPctVFNNW2u931skBei/T21rm+rFWre0Gju/6pPyEJ93BCgMqg7PtTb8EL+4fX0lidkfp4umP8n23paNi6ypQvcGA1dVU2Bz+fhmRh/ZPYI5J4caosJTS0GusYv1LdjcL2h1k6IV3vfKCaLsETXI0Pw+Ty8MjgKcUHqacmNaZkFqHuqpQn4PI1zqap6b1wvpEb5mrx7oSHcXYTY9XIqZgzsbFDroTGtE62yegVx//f3sswwDFPwcBEiNcoXnVXmudS3sqXaU6S9TJlYRMDnIa2bn9o5ORuxkI/+Ub4WebDZSuoqwnCF90Jb78N/vfiUSY9f06A70U6Qtyt6hXir3Utt/nPLUBHVMZi21IPH3GpqalBcXIzi4mIAQFlZGYqLi3Hjxg00NTVh3LhxOHv2LHbs2IHm5mZUVFSgoqICjY0tuUq6d++OqKgozJw5E2fOnMH169exdu1aFBQUYPTo0QCAmJgYZGZmYsaMGTh16hROnTqFGTNmYPjw4VbLnApQ91SraG5uRklJCR48eDK5quoThyg/Txx+PQ1zd/6IL4t/Vd2FyfQKkWLXuVvc75Z64yeGeaPoxiMALePUwjvqriC3NcbTTaWykpfTF4nvKKc91vcGZfaQaMweEt32hlbwdADDyr+kW7QLkLYbxVoDx3CpTipuDl39W943qt2fpa4iVNXJMMjM2XZNZXFWjFUrFcR89K082OI9mGqZFD/H9aU49unYG4PRbfEBE5TM9r2R0R2v/Luo7Q01sNMevU5JLpdzlYNWArkMwZ5P7lHkTY2or68HAG55J1cet6xlP4xbt2Z8PBLCpErr26t1n918JXrt7/Uhkcjd/RMAYFDXTkiL6oD6+np4ipjSOXX2ERlUPplMBqFQiPr6ejQ3m/eBskgkgkBgugcCZ8+exeDBT3q4LViwAAAwZcoULFu2DPn5+QCA3r17K72usLAQaWlpEIlE2L9/P3JzczFixAjU1NQgKioKH3/8MZ599llu+x07dmDOnDlIT08HAIwcOVLj3JCWRHclVsDn89U+VKz1lGZyUhjkcoY71fVKaZLNbc34eAxZexSAaVLLq36nakpE0FHPCWuJMsXQzJv6pEtdnZaWw00vJOLlHeo3R10DtLc0m9veVwfgm0t3MSnJuNY7S+kZbPyEyM705NeemKK1ztxmxzYjIrY3Gv5ILPXWnhIA6pXGepnhGR5rFKYScBEK8MHkRKzYexFfvqLeRdtWPR3ti+PX7hv0GtWeGR9MTtQ7IzbVGe1DY2MjysrKuC6GrXxYM5YNfpIJU/aoAmWPWxoKWpeLhXyUlSmPJd4wIgRNcgaP5kcoK3tkkjK2Hs/dBWrH08RX4TVuYgH3mk6M4f1ngyFnDEI+D81VlSir0rEjFYwxBAQE4ObNmxb5rvL29kZAQIBJjpWWlqZzPltd61pFR0fjiy++0LmNj48PPvnkE4PLZ05UabQCHo+nFrjWusETCvjI6a957Jo5KXaH8TOwi5KmS6XpTRoX5IWLv1bjpYGdsfW7MiwebrqxIM5EsRtL7xBv7v+ZPQLwt32X0dis/AU5rGcg3sjshvcOXFFaLrLimJlQHzdM0zJG0xZ1DzR+ML4TD1Gyafbwd4mWMjwbHwiRSIQLCnP5qnZ5XpwVg8n/Oo2Zgzrrve/E8A5wEfK5buMtSa7UszHasthAL4MrjarfUPZ2zkQ3xhju3LkDgUCA0NBQpd5jj+tlEDyq436P8vfk3kvuHevxsLYRIT5ucNdz2hpjuHjX4XGDDBEd3fWeWqPRtRoA4CkRIUjPLMltkcvlqKmpgYeHh1pPO1NijKG2thaVlZUAgMBAet8ZgyqNVqLPkwhnkREbYND2mi5dl04eKH9Qq7Qsf/YANDbJ4SoWYM4z0Wqp0Yl+5AoZb7wUBuf7e0nww1tDEb/iG73246ljfkWizBRJEDp6UMu6LdJ3TFpXP0+cKVfP1mlpii1kqvXd1ChfXFyeYVBXag8XIYrfTrerSb9VtScDLH3nO7ampibU1tYiKCgIbm7KXdAbmAA84ZOeOW6uTypeYRIJguXMIll4ASAywAVyZljWX56wpdupSCyGRGKarK6t3XglEolZK41AS4JJAKisrISfn59Ju6o6G7qLthHO2JUsL6cvDl6swIyB+j+l1mbl2J5I+tu3SssEfB6XmIUqjO2neKuj+j3jpiW7rOL90d+f64mbD2vRM8T4LpekbesmJeBc+W/I6hkIebPuZAfExPSoF3i76TeH3z8n9caag1cxtX+EcWUykuIpafqeas/YW3ua8FuTZtPPu64T1TdtX+u4PLHY8Dk6LVVhBFrewzY0/bTFtFbkZTIZVRqNYL+P+uyc6pevtictitm1/NpIBmNvBnf3w6qxvfTKWKZ846K+3s9TwmWb/IsVuts6MsUbFtW4VUyz7a5wIzgwuiXhjFjAx+TkMPy/zO7mLSThjIwPwvJRPSx6I0L0kxSh/9yMgVJXrJ0Qjx4mGN9qDMUWMgqpFu1paVR8TVuTp6syds5WYjltNQDYYwu7+I9MqabIP2EtztgwYw521fyyb98+rFixAj/99BPc3d0xcOBA7N6929rFahd9u6oMjfHDV7MHoLaxCTFBppl01N5pu3TvjO6BCX1D0cvKN1mORlesKqabV2xx6Bkixddzn0agmScodiQXlqXj28uV6B9luYRUxLQCvSV4fLfG2sUwKbmOh0bOqlnTJLVtUPwYPTBP+3y2xLFFtJEp3hZF+3v8MdTHrqoMxAzs5pHHF198gezsbEydOhXnz5/H999/j8mTJ1u7WCbh6emptZ84j8dDzxApkjt35CZVJ5qJBHwkhnWAUGA3YW0X9L09Ur2fjAn00rsrHmkZ8zk6IbjN6WWI7VoyPBaRvu5YPa6XtYtiQtTKpao9c84qVhoNHt9NfwKHYY/PXQR8frsqjOXl5eDxeNx8htqkpaVh3rx57SscsSi7uLtuamrC3LlzsXr1asyaNQtdu3ZFt27dMG7cOGsXzSS6dOli7SLYFXv80LVnbXXFCvNpGSswpLu/JYqjl9ZugJlxhiVZIsQYT0d3QuHraRj/VCiGdG9JU58U6QOJqOWr1h5bkWk8nbr7NQ0Gv8aYy0h/AmJOOTk5XFZ/kUiEzp074/XXX8fvv/9u1H5DQ0Nx584d9OjRAwBw5MgR8Hg8PHr0SGm73bt345133jHqWMQy7KKtuaioCLdv3wafz0dCQgIqKirQu3dvrFmzBnFxcVpf19DQgIaGJx/ujx8/BtBSCZXJZGYvty5NTU3cv01NTWrz+hBlTbInCT1kMhkgt4vnHSbVGrOWjl2Z6rVX8en0vii8cg8jegVY/X3Vav3EXvjmUiWyevrbTJmswVoxQ4DVY+Kwv8QXGXF+qG1sxonrDzAqPsjm/xaqMSNr0v3+d0YihUwi+l4TY66j4v2BLf4N6HOm5dwZY5DL5er3cwpPXlq3sSWMMWRkZGDbtm2QyWQ4fvw4XnrpJdTU1GDjxo3t3i+Px4OfX8vDM8XrIpfLuWEvjDF4e3tzy82l9ZiaEuE0NVHCOH3xmB3kgd65cycmTZqEsLAw/Nd//RciIiKwdu1afPPNN7h69Sp8fDQnF1i2bBmWL1+utvxf//oXfH2t+8S3tLSU+3+XLl1orEgbmhmwokgAiQDIjW+m1kYLamwGlhUJ4O8KzO1heLcsQoj9Kq0G1l9seb78zxS6uQKAO7XAu+cFGBTI8FyEfje6pyp5+PR6y82qodfxbh3w92Ihng6QY1ykbVU4SAuhUIiAgACEhoaqZVCtbQLut8xagUA3QGRjz7z/+te/oqqqCjt27OCWzZ07FwcPHsT58+fx9ttvY/fu3Xj8+DF69+6Nv//970hMTAQAPHr0CAsXLkRhYSF+//13BAUFYcGCBXjhhRdw48YNxMfH49ixY5BKpYiPj1c67qRJk7Bx40YMHz4cPXv2xMqVK7l95ubm4sCBA2hsbERqaireffddrlfev//9byxatAjbtm3Dm2++idu3b6Nfv37YsGEDAgI09y5qbGzEzZs3UVFRoVZJvH//PqZPn46bN28iJCTEZNfVEVm1pVFbpU7RDz/8wD19eOuttzB27FgAQF5eHkJCQvD5559j5syZGl+7aNEiLFiwgPv99u3biI2NxTPPPIPg4GATnUX7nDlzBqdOnUK/fv2QlJRk1bLYi2GZcvB5PKXkK85EJpOhoKAAf/rTnyASWXZ8a9azcgj5PHq4YWesGTPEPqnGzOmy37D+4lkAwLPPPmvl0tmO7NFygzJhul29h0+v/wigfdfxhVGGHc+S6HMGqK+vx82bN+Hh4QGJRALGGOr+GPvKq29GvaxlHmmBi7vZ8y64igQGfVeLRCIIhUJ4eT1Jtujl5YWmpib87W9/w969e7F9+3aEh4dj9erVGDduHNdg89Zbb6G0tBT79++Hr68vSktLUVdXBy8vL3h4eAAA3N3dERMTg88//xzjx4/H5cuX4enpiaamJnh6ekIoFEIsFnPHf/HFF1FaWoovv/wSXl5eyM3NxcSJE1FSUgKRSASJRIK6ujps2rQJ//M//wM+n48XX3wRK1aswCeffKLxHOvr6+Hq6oqBAweq5RC5ffu2oZfYaVm10jh79mxMnDhR5zYRERFct9LY2FhuuYuLCzp37owbN25ofa2LiwtcXJ4klaiurgbQ8kTI2h9sQqHQZspiL+gytRCJRBaPGbr29s0aMUPsW2vMCARCpWWkhaGXYmhsIF4ZXI0eQdJ2XUd7uPTO/DnT3NwMHo8HPp8PPp+P2sYm9FhWYJWyXFqRATcD5kJtHc/YOvXbmTNn8Omnn2Lw4MHYvHkztm/fjqysLAAtPfUiIiKQl5eHhQsX4ubNm0hISOAaPzp3fjLvduv++Hw+RCIR18MvICAAXl5eqK6u5iq3rce/du0avvrqK3z//fdITU0F0NKyGBoaivz8fIwfPx58Ph8ymQxbtmzhWh9nz56NFStWaJ2+js/nc2M2VWO09X6ctM2qV8rX11evbqJ9+vSBi4sLrly5ggEDBgBoebJVXl6O8PBwcxfTLDp06GDtIhBCCCE62cEIFrvA4/GwMIPmqyW2ae/evfDw8OByfowaNQqvvvoqdu3ahf79+3PbiUQiJCUl4fLlywCAl19+GWPHjkVRURHS09MxevRorrLXHpcvX4ZQKERycjK3rGPHjujWrRt3TABwc3NTSiIZGBiIysrKdh+X6McuqtdeXl6YNWsWli5ditDQUK6JHADGjx9v5dIRQgghjslWu0QSYstcRQJcWpEBAKiqk+Hmby3dU6P9PeAi1L8VsL3HNtTgwYOxadMmiEQiBAUFQSQS4fz58wDU52dljHHLhg0bhl9++QX79u3DoUOH8Mwzz+CVV17BmjVr2lV2bQ+pFI8JqPd64PF49IDLAuyi0ggAq1evhlAoRHZ2Nurq6pCcnIzDhw9Tix0hhBBiJolhHZDVKxCRdjgpOSHWwuPx4PbH3IayZgbJHxU5N7HQ7JXG9nB3d0dUVJTSsqioKIjFYnz33XfcvOgymQxnz55VmlexU6dOyMnJQU5ODp5++mksXLhQY6WxNUFQc7P2hHqxsbFoamrC6dOnuRbLBw8e4OrVq4iJiTH2NImR7KbSKBKJsGbNmnY/vSCEEEKIYfh8Hj6YnGjtYhBCLMzd3R0vv/wyFi5cCB8fH4SFheG9995DbW0tpk2bBgB4++230adPH8TFxaGhoQF79+7VWrkLDw8Hj8fD3r17kZmZCZlMppR8BwCio6MxatQozJgxA1u2bIGnpydyc3MRHByMUaNGmf2ciW7U74QQQgghhBCiZNWqVRg7diyys7ORmJiI0tJSHDx4kOvlJxaLsWjRIvTq1QsDBw6EQCDAzp07Ne4rODgYy5cvR25uLgIDA/HGG29o3C4vLw99+vTB8OHDkZKSAsYY9u/f77RJlmyJ3bQ0Ohrqe00IIYQQQqxp+/btWtdJJBKsW7cO69at07h+8eLFWLx4scZ1ERERave6S5YswZIlSyCXy7kZDY4cOaK0TYcOHfDf//3fWsvU2hVW0ejRo+m+2gKopZEQQgghhBAzUEwjw6e5jokdo0ojIYQQQggh5qBQTxQJ6Lab2C+KXkIIIYQQQgghWlGl0UqEQhpOSgghhBDiyKhLKnEUVHOxkqCgILi7uyMyMtLaRSGEEEIIIWbgLhagg5sYLiJqpyH2jSqNViIUChEYGMilLSaEEEIIIfZLUwZPHo+HUB83K5SGtJLL5dYugkOgSiMhhBBCCCHtJBKJwOPxcO/ePXTq1Ak86pKqk1wuR2NjI+rr68Hnm68FljGGxsZG3Lt3D3w+H2Kx2GzHcgZUaSSEEEIIIaSdBAIBQkJCcOvWLZSXl1u7ODaPMYa6ujq4urpapILt5uaGsLAws1ZQnQFVGgkhhBBCCDGCh4cHoqOjIZPJrF0UmyeTyXDs2DEMHDgQIpHIrMcSCAQQCoUmq5weO3YMq1evxrlz53Dnzh3s2bMHo0ePBtByXosXL8b+/fvx888/QyqVYujQoVi1ahWCgoKU9nPy5Em89dZbOH36NEQiEXr37o2vv/4arq6uAICHDx9izpw5yM/PBwCMHDkS69evh7e3t0nOoz2o0kgIIYQQQoiRBAIBBAKBtYth8wQCAZqamiCRSMxeaTS133//HfHx8Zg6dSrGjh2rtK62thZFRUVYsmQJ4uPj8fDhQ8ybNw8jR47E2bNnue1OnjyJzMxMLFq0COvXr4dYLMb58+eVWkInT56MW7du4cCBAwCAl156CdnZ2fjqq68sc6IaUKWREEIIIYQQQtowbNgwDBs2TOM6qVSKgoICpWXr169HUlISbty4gbCwMADA/PnzMWfOHOTm5nLbRUdHc/+/fPkyDhw4gFOnTiE5ORkA8NFHHyElJQVXrlxBt27dTH1aeqHOvYQQQgghhBCn9fjxY1RXV3M/DQ0NJtlvVVUVeDwe1620srISp0+fhp+fH1JTU+Hv749Bgwbhu+++415z8uRJSKVSrsIIAP369YNUKsWJEydMUq72oEojIYQQQgghxGnFxsZCKpVyPytXrjR6n/X19cjNzcXkyZPh5eUFAPj5558BAMuWLcOMGTNw4MABJCYm4plnnsG1a9cAABUVFfDz81Pbn5+fHyoqKowuV3s5VffU1nla7ty5Y+WSAE1NTbh//z5u374NodCp/gyknShmiKEoZoihKGaIoShmiKFsKWZa6wQlJSUIDQ3llru4uBi1X5lMhokTJ0Iul2Pjxo3c8ta6yMyZMzF16lQAQEJCAr799lts27aNq6xqStzDGLPqdC5O9e6+e/cuACApKcnKJSGEEEIIIYTYgtraWq410FgymQwTJkxAWVkZDh8+rLTfwMBAAC0tm4piYmJw48YNAEBAQABXZ1F07949+Pv7m6SM7eFUlcaEhAScOXMG/v7+Vp+r5fHjx4iNjcWlS5fg6elp1bIQ+0AxQwxFMUMMRTFDDEUxQwxlSzEjl8tx9+5dJCQkmGR/rRXGa9euobCwEB07dlRaHxERgaCgIFy5ckVp+dWrV7kEOykpKaiqqsKZM2e4hq7Tp0+jqqoKqampJilnezhVpVEoFKJv377WLgYAoLq6GgAQHBxssicbxLFRzBBDUcwQQ1HMEENRzBBD2VrMtGY11UdNTQ1KS0u538vKylBcXAwfHx8EBQVh3LhxKCoqwt69e9Hc3MyNQfTx8YFYLAaPx8PChQuxdOlSxMfHo3fv3vj444/xf//3f9i1axeAllbHzMxMzJgxA1u2bAHQMuXG8OHDrZY5FXCySiMhhBBCCCGEtMfZs2cxePBg7vcFCxYAAKZMmYJly5YhPz8fANC7d2+l1xUWFiItLQ0AMG/ePNTX12P+/Pn47bffEB8fj4KCAnTp0oXbfseOHZgzZw7S09MBACNHjsSGDRvMeGZt4zHGmFVL4KSqq6shlUpRVVVlE09ZiO2jmCGGopghhqKYIYaimCGGopixTzTlhpW4uLhg6dKlRmdnIs6DYoYYimKGGIpihhiKYoYYimLGPlFLIyGEEEIIIYQQrailkRBCCCGEEEKIVlRpJIQQQgghhBCiFVUaCSGEEEIIIYRoRZVGQgghhBBCCCFaUaWREEIIIYQQQohWDl9pXLlyJfr27QtPT0/4+flh9OjRuHLlitI2jDEsW7YMQUFBcHV1RVpaGi5evMit/+233/Dqq6+iW7ducHNzQ1hYGObMmYOqqipum/LyckybNg2RkZFwdXVFly5dsHTpUjQ2NuosX319PXJyctCzZ08IhUKMHj1a43ZHjx5Fnz59IJFI0LlzZ2zevFmv89+4cSMiIyMhkUjQp08fHD9+XGn9smXL0L17d7i7u6NDhw4YOnQoTp8+rde+HRXFjO6YUTRz5kzweDz84x//0GvfjojiRXe85OTkgMfjKf3069dPr307KoqZtj9jLl++jJEjR0IqlcLT0xP9+vXDjRs39Nq/I6KY0R0zqp8xrT+rV6/Wa/+OiGJGd8zU1NRg9uzZCAkJgaurK2JiYrBp0ya99u20mIPLyMhgeXl5rKSkhBUXF7OsrCwWFhbGampquG1WrVrFPD092RdffMEuXLjAnn/+eRYYGMiqq6sZY4xduHCBjRkzhuXn57PS0lL27bffsujoaDZ27FhuH19//TXLyclhBw8eZNevX2dffvkl8/PzY6+99prO8tXU1LBZs2axDz/8kGVkZLBRo0apbfPzzz8zNzc3NnfuXHbp0iX20UcfMZFIxHbt2qVz3zt37mQikYh99NFH7NKlS2zu3LnM3d2d/fLLL9w2O3bsYAUFBez69euspKSETZs2jXl5ebHKykp9Lq9DopjRHTOt9uzZw+Lj41lQUBB7//33de7XkVG86I6XKVOmsMzMTHbnzh3u58GDB/pcWodFMaM7ZkpLS5mPjw9buHAhKyoqYtevX2d79+5ld+/e1efyOiSKGd0xo/j5cufOHbZt2zbG4/HY9evX9bm8DoliRnfMTJ8+nXXp0oUVFhaysrIytmXLFiYQCNh//vMffS6vU3L4SqOqyspKBoAdPXqUMcaYXC5nAQEBbNWqVdw29fX1TCqVss2bN2vdz//+7/8ysVjMZDKZ1m3ee+89FhkZqXfZpkyZovFN88Ybb7Du3bsrLZs5cybr16+fzv0lJSWxWbNmKS3r3r07y83N1fqaqqoqBoAdOnRI73I7OooZ9Zi5desWCw4OZiUlJSw8PNypK42qKF6U40XbMckTFDPKMfP888+zP//5z3qX0RlRzOi+lxk1ahQbMmSI3mV2BhQzyjETFxfHVqxYobRNYmIiW7x4sd7ldjYO3z1VVWuTuo+PDwCgrKwMFRUVSE9P57ZxcXHBoEGDcOLECZ378fLyglAo1LlN63GMcfLkSaXyAUBGRgbOnj0LmUym8TWNjY04d+6c2uvS09O1nldjYyM+/PBDSKVSxMfHG11uR0Exoxwzcrkc2dnZWLhwIeLi4owuq6OheFH/jDly5Aj8/PzQtWtXzJgxA5WVlUaX2ZFQzDyJGblcjn379qFr167IyMiAn58fkpOT8Z///MfoMjsSihnt9zJ3797Fvn37MG3aNKPL7EgoZpRjZsCAAcjPz8ft27fBGENhYSGuXr2KjIwMo8vtqJyq0sgYw4IFCzBgwAD06NEDAFBRUQEA8Pf3V9rW39+fW6fqwYMHeOeddzBz5kytx7p+/TrWr1+PWbNmGV3uiooKjeVramrC/fv3Nb7m/v37aG5u1uu89u7dCw8PD0gkErz//vsoKCiAr6+v0eV2BBQz6uf17rvvQigUYs6cOUaX09FQvKif17Bhw7Bjxw4cPnwYa9euxQ8//IAhQ4agoaHB6HI7AooZ5fOqrKxETU0NVq1ahczMTHzzzTd47rnnMGbMGBw9etTocjsCihnd5/Xxxx/D09MTY8aMMbrMjoJiRv281q1bh9jYWISEhEAsFiMzMxMbN27EgAEDjC63o3KqSuPs2bPx008/4dNPP1Vbx+PxlH5njKktA4Dq6mpkZWUhNjYWS5cu1XicX3/9FZmZmRg/fjymT5/OLY+Li4OHhwc8PDwwbNgwg8quqXyty48fP87t18PDAzt27DDovAYPHozi4mKcOHECmZmZmDBhArUE/IFiRvm8zp07h3/+85/Yvn27xnN1dhQv6uf1/PPPIysrCz169MCIESPw9ddf4+rVq9i3b59B5XNUFDPK5yWXywEAo0aNwvz589G7d2/k5uZi+PDheifAcHQUM9rPCwC2bduGF154ARKJxKCyOTKKGfXzWrduHU6dOoX8/HycO3cOa9euxV//+lccOnTIoPI5E+1tyw7m1VdfRX5+Po4dO4aQkBBueUBAAICWpxmBgYHc8srKSrWnFI8fP0ZmZiY8PDywZ88eiEQiteP8+uuvGDx4MFJSUvDhhx8qrdu/fz/XnO7q6qp32QMCAtSe+lRWVkIoFKJjx46QSqUoLi7m1vn7+8PFxQUCgUDj61TPy93dHVFRUYiKikK/fv0QHR2NrVu3YtGiRXqX0RFRzKif1/Hjx1FZWYmwsDBufXNzM1577TX84x//QHl5ud5ldDQUL9rPS1FgYCDCw8Nx7do1vcvnqChm1M/L19cXQqEQsbGxStvExMTgu+++07t8jopiRvt5AS3fUVeuXMFnn32md7kcHcWM+nnV1dXhzTffxJ49e5CVlQUA6NWrF4qLi7FmzRoMHTpU7zI6E4dvaWSMYfbs2di9ezcOHz6MyMhIpfWRkZEICAhAQUEBt6yxsRFHjx5Famoqt6y6uhrp6ekQi8XIz8/X+ATr9u3bSEtLQ2JiIvLy8sDnK1/e8PBwrnIWHBys9zmkpKQolQ8AvvnmGzz11FMQiURwdXXl9hsVFQVPT0+IxWL06dNH7XUFBQVK56UJY8ypu45RzGiPmezsbPz0008oLi7mfoKCgrBw4UIcPHhQ7/I5EooXwz5jHjx4gJs3byrdpDgbihntMSMWi9G3b1+1qQGuXr2K8PBwvcvnaChm9Puc2bp1K/r06UN5GUAxoytmZDIZZDKZWjkFAgHX24FoYP5cO9b18ssvM6lUyo4cOaKUjrm2tpbbZtWqVUwqlbLdu3ezCxcusEmTJimlHK6urmbJycmsZ8+erLS0VGk/TU1NjDHGbt++zaKiotiQIUPYrVu3lLZpy8WLF9mPP/7IRowYwdLS0tiPP/7IfvzxR259a8rh+fPns0uXLrGtW7calHJ469at7NKlS2zevHnM3d2dlZeXM8Za0h0vWrSInTx5kpWXl7Nz586xadOmMRcXF1ZSUmLopXYYFDPaY0YTZ8+eSvGiPV4eP37MXnvtNXbixAlWVlbGCgsLWUpKCgsODubO3RlRzOj+jNm9ezcTiUTsww8/ZNeuXWPr169nAoGAHT9+3JDL7FAoZtr+XqqqqmJubm5s06ZN+l5Wh0YxoztmBg0axOLi4lhhYSH7+eefWV5eHpNIJGzjxo2GXGan4vCVRgAaf/Ly8rht5HI5W7p0KQsICGAuLi5s4MCB7MKFC9z6wsJCrfspKytjjDGWl5endZu2hIeHt/m6I0eOsISEBCYWi1lERITeH4offPABCw8PZ2KxmCUmJnKplhljrK6ujj333HMsKCiIicViFhgYyEaOHMnOnDmj174dFcWM9pjRVhZnrjRSvGiPl9raWpaens46derERCIRCwsLY1OmTGE3btzQa9+OimKm7c+YrVu3sqioKCaRSFh8fLzTz51GMdN2zGzZsoW5urqyR48e6bVPR0cxoztm7ty5w3JyclhQUBCTSCSsW7dubO3atUwul+u1f2fEY+yPEaWEEEIIIYQQQogKhx/TSAghhBBCCCGk/ajSSAghhBBCCCFEK6o0EkIIIYQQQgjRiiqNhBBCCCGEEEK0okojIYQQQgghhBCtqNJICCGEEEIIIUQrqjQSQgghhBBCCNGKKo2EEEIIIYQQQrSiSiMhhBBCCCGEEK2o0kgIIYQQQgghRCuqNBJCCCGEEEII0er/A53ccSSmeckcAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cbd9b92",
   "metadata": {},
   "source": [
    "## High-Frequency Grid Trading with Skewing\n",
    "\n",
    "By incorporating position-based skewing, the strategy's risk-adjusted returns can be improved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e643b0df",
   "metadata": {},
   "outputs": [],
   "source": [
    "@njit\n",
    "def gridtrading(hbt, recorder, skew):\n",
    "    asset_no = 0\n",
    "    tick_size = hbt.depth(asset_no).tick_size\n",
    "    grid_num = 20\n",
    "    max_position = 5\n",
    "    grid_interval = tick_size * 10\n",
    "    half_spread = tick_size * 20\n",
    "\n",
    "    # Running interval in nanoseconds.\n",
    "    while hbt.elapse(100_000_000) == 0:\n",
    "        # Clears cancelled, filled or expired orders.        \n",
    "        hbt.clear_inactive_orders(asset_no)\n",
    "\n",
    "        depth = hbt.depth(asset_no)\n",
    "        position = hbt.position(asset_no)\n",
    "        orders = hbt.orders(asset_no)\n",
    "        \n",
    "        best_bid = depth.best_bid\n",
    "        best_ask = depth.best_ask\n",
    "        \n",
    "        mid_price = (best_bid + best_ask) / 2.0\n",
    "        \n",
    "        order_qty = 0.1 # np.round(notional_order_qty / mid_price / hbt.depth(asset_no).lot_size) * hbt.depth(asset_no).lot_size\n",
    "        \n",
    "        # The personalized price that considers skewing based on inventory risk is introduced, \n",
    "        # which is described in the well-known Stokov-Avalleneda market-making paper.\n",
    "        # https://math.nyu.edu/~avellane/HighFrequencyTrading.pdf\n",
    "        reservation_price = mid_price - skew * tick_size * position\n",
    "\n",
    "        # Since our price is skewed, it may cross the spread. To ensure market making and avoid crossing the spread, \n",
    "        # limit the price to the best bid and best ask.\n",
    "        bid_price = np.minimum(reservation_price - half_spread, best_bid)\n",
    "        ask_price = np.maximum(reservation_price + half_spread, best_ask)\n",
    "\n",
    "        # Aligns the prices to the grid.\n",
    "        bid_price = np.floor(bid_price / grid_interval) * grid_interval\n",
    "        ask_price = np.ceil(ask_price / grid_interval) * grid_interval\n",
    "        \n",
    "        #--------------------------------------------------------\n",
    "        # Updates quotes.\n",
    "        \n",
    "        # Creates a new grid for buy orders.\n",
    "        new_bid_orders = Dict.empty(np.uint64, np.float64)\n",
    "        if position < max_position and np.isfinite(bid_price): # position * mid_price < max_notional_position\n",
    "            for i in range(grid_num):\n",
    "                bid_price_tick = round(bid_price / tick_size)\n",
    "                \n",
    "                # order price in tick is used as order id.\n",
    "                new_bid_orders[uint64(bid_price_tick)] = bid_price\n",
    "                \n",
    "                bid_price -= grid_interval\n",
    "\n",
    "        # Creates a new grid for sell orders.\n",
    "        new_ask_orders = Dict.empty(np.uint64, np.float64)\n",
    "        if position > -max_position and np.isfinite(ask_price): # position * mid_price > -max_notional_position\n",
    "            for i in range(grid_num):\n",
    "                ask_price_tick = round(ask_price / tick_size)\n",
    "                \n",
    "                # order price in tick is used as order id.\n",
    "                new_ask_orders[uint64(ask_price_tick)] = ask_price\n",
    "\n",
    "                ask_price += grid_interval\n",
    "                \n",
    "        order_values = orders.values();\n",
    "        while order_values.has_next():\n",
    "            order = order_values.get()\n",
    "            # Cancels if a working order is not in the new grid.\n",
    "            if order.cancellable:\n",
    "                if (\n",
    "                    (order.side == BUY and order.order_id not in new_bid_orders)\n",
    "                    or (order.side == SELL and order.order_id not in new_ask_orders)\n",
    "                ):\n",
    "                    hbt.cancel(asset_no, order.order_id, False)\n",
    "                    \n",
    "        for order_id, order_price in new_bid_orders.items():\n",
    "            # Posts a new buy order if there is no working order at the price on the new grid.\n",
    "            if order_id not in orders:\n",
    "                hbt.submit_buy_order(asset_no, order_id, order_price, order_qty, GTX, LIMIT, False)\n",
    "                \n",
    "        for order_id, order_price in new_ask_orders.items():\n",
    "            # Posts a new sell order if there is no working order at the price on the new grid.\n",
    "            if order_id not in orders:\n",
    "                hbt.submit_sell_order(asset_no, order_id, order_price, order_qty, GTX, LIMIT, False)\n",
    "        \n",
    "        # Records the current state for stat calculation.\n",
    "        recorder.record(hbt)\n",
    "    return True"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "851322e3",
   "metadata": {},
   "source": [
    "### Weak skew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6022d9f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1, 11)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>start</th><th>end</th><th>SR</th><th>Sortino</th><th>Return</th><th>MaxDrawdown</th><th>DailyNumberOfTrades</th><th>DailyTurnover</th><th>ReturnOverMDD</th><th>ReturnOverTrade</th><th>MaxPositionValue</th></tr><tr><td>datetime[μs]</td><td>datetime[μs]</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td></tr></thead><tbody><tr><td>2022-10-03 00:00:00</td><td>2022-10-07 23:59:50</td><td>18.363916</td><td>25.321583</td><td>0.060482</td><td>0.014831</td><td>10563.644529</td><td>141.707178</td><td>4.077966</td><td>0.000085</td><td>9409.12</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1, 11)\n",
       "┌───────────┬───────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬──────────┐\n",
       "│ start     ┆ end       ┆ SR        ┆ Sortino   ┆ … ┆ DailyTurn ┆ ReturnOve ┆ ReturnOve ┆ MaxPosit │\n",
       "│ ---       ┆ ---       ┆ ---       ┆ ---       ┆   ┆ over      ┆ rMDD      ┆ rTrade    ┆ ionValue │\n",
       "│ datetime[ ┆ datetime[ ┆ f64       ┆ f64       ┆   ┆ ---       ┆ ---       ┆ ---       ┆ ---      │\n",
       "│ μs]       ┆ μs]       ┆           ┆           ┆   ┆ f64       ┆ f64       ┆ f64       ┆ f64      │\n",
       "╞═══════════╪═══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪══════════╡\n",
       "│ 2022-10-0 ┆ 2022-10-0 ┆ 18.363916 ┆ 25.321583 ┆ … ┆ 141.70717 ┆ 4.077966  ┆ 0.000085  ┆ 9409.12  │\n",
       "│ 3         ┆ 7         ┆           ┆           ┆   ┆ 8         ┆           ┆           ┆          │\n",
       "│ 00:00:00  ┆ 23:59:50  ┆           ┆           ┆   ┆           ┆           ┆           ┆          │\n",
       "└───────────┴───────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴──────────┘"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hbt = ROIVectorMarketDepthBacktest([asset])\n",
    "\n",
    "skew = 1\n",
    "\n",
    "recorder = Recorder(1, 5_000_000)\n",
    "\n",
    "gridtrading(hbt, recorder.recorder, skew)\n",
    "\n",
    "hbt.close()\n",
    "\n",
    "stats = LinearAssetRecord(recorder.get(0)).stats(book_size=10_000)\n",
    "stats.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "23958d21-9a80-4faa-a569-cdaf2f7af330",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1a26c28",
   "metadata": {},
   "source": [
    "### Strong skew\n",
    "Under strong skew, the position is more limited compared to the weak skew case. You may also observe a spike in equity when the market moves sharply. However, in reality, this might not be realized due to order latency. Later, we will explore the impact of order latency and highlight the importance of using actual historical order latency data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f747552e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1, 11)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>start</th><th>end</th><th>SR</th><th>Sortino</th><th>Return</th><th>MaxDrawdown</th><th>DailyNumberOfTrades</th><th>DailyTurnover</th><th>ReturnOverMDD</th><th>ReturnOverTrade</th><th>MaxPositionValue</th></tr><tr><td>datetime[μs]</td><td>datetime[μs]</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td><td>f64</td></tr></thead><tbody><tr><td>2022-10-03 00:00:00</td><td>2022-10-07 23:59:50</td><td>27.282302</td><td>47.25453</td><td>0.042574</td><td>0.005391</td><td>11838.874048</td><td>158.842253</td><td>7.897853</td><td>0.000054</td><td>8270.01</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1, 11)\n",
       "┌───────────┬───────────┬───────────┬──────────┬───┬───────────┬───────────┬───────────┬───────────┐\n",
       "│ start     ┆ end       ┆ SR        ┆ Sortino  ┆ … ┆ DailyTurn ┆ ReturnOve ┆ ReturnOve ┆ MaxPositi │\n",
       "│ ---       ┆ ---       ┆ ---       ┆ ---      ┆   ┆ over      ┆ rMDD      ┆ rTrade    ┆ onValue   │\n",
       "│ datetime[ ┆ datetime[ ┆ f64       ┆ f64      ┆   ┆ ---       ┆ ---       ┆ ---       ┆ ---       │\n",
       "│ μs]       ┆ μs]       ┆           ┆          ┆   ┆ f64       ┆ f64       ┆ f64       ┆ f64       │\n",
       "╞═══════════╪═══════════╪═══════════╪══════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n",
       "│ 2022-10-0 ┆ 2022-10-0 ┆ 27.282302 ┆ 47.25453 ┆ … ┆ 158.84225 ┆ 7.897853  ┆ 0.000054  ┆ 8270.01   │\n",
       "│ 3         ┆ 7         ┆           ┆          ┆   ┆ 3         ┆           ┆           ┆           │\n",
       "│ 00:00:00  ┆ 23:59:50  ┆           ┆          ┆   ┆           ┆           ┆           ┆           │\n",
       "└───────────┴───────────┴───────────┴──────────┴───┴───────────┴───────────┴───────────┴───────────┘"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hbt = ROIVectorMarketDepthBacktest([asset])\n",
    "\n",
    "skew = 10\n",
    "\n",
    "recorder = Recorder(1, 5_000_000)\n",
    "\n",
    "gridtrading(hbt, recorder.recorder, skew)\n",
    "\n",
    "hbt.close()\n",
    "\n",
    "stats = LinearAssetRecord(recorder.get(0)).stats(book_size=10_000)\n",
    "stats.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a8e58e3c-a2f1-4e62-a648-b6e58342d23a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4ff955e",
   "metadata": {},
   "source": [
    "## Multiple Assets\n",
    "\n",
    "You might need to find the proper parameters for each asset to achieve better performance. As an example, here it uses single parameters set to demonstrate how the performance of a combination of multiple assets will be."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ab58d41d",
   "metadata": {},
   "outputs": [],
   "source": [
    "@njit\n",
    "def gridtrading(hbt, recorder, half_spread, grid_interval, skew, order_qty):\n",
    "    asset_no = 0\n",
    "    tick_size = hbt.depth(asset_no).tick_size\n",
    "    grid_num = 20\n",
    "    max_position = grid_num * order_qty\n",
    "        \n",
    "    # Running interval in nanoseconds.\n",
    "    while hbt.elapse(100_000_000) == 0:       \n",
    "        # Clears cancelled, filled or expired orders.        \n",
    "        hbt.clear_inactive_orders(asset_no)\n",
    "\n",
    "        depth = hbt.depth(asset_no)\n",
    "        position = hbt.position(asset_no)\n",
    "        orders = hbt.orders(asset_no)\n",
    "\n",
    "        best_bid = depth.best_bid\n",
    "        best_ask = depth.best_ask\n",
    "        \n",
    "        mid_price = (best_bid + best_ask) / 2.0\n",
    "\n",
    "        normalized_position = position / order_qty\n",
    "\n",
    "        # The personalized price that considers skewing based on inventory risk is introduced, \n",
    "        # which is described in the well-known Stokov-Avalleneda market-making paper.\n",
    "        # https://math.nyu.edu/~avellane/HighFrequencyTrading.pdf\n",
    "        reservation_price = mid_price - skew * normalized_position\n",
    "\n",
    "        # Since our price is skewed, it may cross the spread. To ensure market making and avoid crossing the spread, \n",
    "        # limit the price to the best bid and best ask.\n",
    "        bid_price = np.minimum(reservation_price - half_spread, best_bid)\n",
    "        ask_price = np.maximum(reservation_price + half_spread, best_ask)\n",
    "\n",
    "        # Ensures the grid interval aligns with the tick size, with the minimum set to the tick size.\n",
    "        grid_interval = max(np.round(grid_interval / tick_size) * tick_size, tick_size)\n",
    "\n",
    "        # Aligns the prices to the grid.\n",
    "        bid_price = np.floor(bid_price / grid_interval) * grid_interval\n",
    "        ask_price = np.ceil(ask_price / grid_interval) * grid_interval\n",
    "        \n",
    "        #--------------------------------------------------------\n",
    "        # Updates quotes.\n",
    "        \n",
    "        # Creates a new grid for buy orders.\n",
    "        new_bid_orders = Dict.empty(np.uint64, np.float64)\n",
    "        if position < max_position and np.isfinite(bid_price): # position * mid_price < max_notional_position\n",
    "            for i in range(grid_num):\n",
    "                bid_price_tick = round(bid_price / tick_size)\n",
    "                \n",
    "                # order price in tick is used as order id.\n",
    "                new_bid_orders[uint64(bid_price_tick)] = bid_price\n",
    "                \n",
    "                bid_price -= grid_interval\n",
    "\n",
    "        # Creates a new grid for sell orders.\n",
    "        new_ask_orders = Dict.empty(np.uint64, np.float64)\n",
    "        if position > -max_position and np.isfinite(ask_price): # position * mid_price > -max_notional_position\n",
    "            for i in range(grid_num):\n",
    "                ask_price_tick = round(ask_price / tick_size)\n",
    "                \n",
    "                # order price in tick is used as order id.\n",
    "                new_ask_orders[uint64(ask_price_tick)] = ask_price\n",
    "\n",
    "                ask_price += grid_interval\n",
    "                \n",
    "        order_values = orders.values();\n",
    "        while order_values.has_next():\n",
    "            order = order_values.get()\n",
    "            # Cancels if a working order is not in the new grid.\n",
    "            if order.cancellable:\n",
    "                if (\n",
    "                    (order.side == BUY and order.order_id not in new_bid_orders)\n",
    "                    or (order.side == SELL and order.order_id not in new_ask_orders)\n",
    "                ):\n",
    "                    hbt.cancel(asset_no, order.order_id, False)\n",
    "                    \n",
    "        for order_id, order_price in new_bid_orders.items():\n",
    "            # Posts a new buy order if there is no working order at the price on the new grid.\n",
    "            if order_id not in orders:\n",
    "                hbt.submit_buy_order(asset_no, order_id, order_price, order_qty, GTX, LIMIT, False)\n",
    "                \n",
    "        for order_id, order_price in new_ask_orders.items():\n",
    "            # Posts a new sell order if there is no working order at the price on the new grid.\n",
    "            if order_id not in orders:\n",
    "                hbt.submit_sell_order(asset_no, order_id, order_price, order_qty, GTX, LIMIT, False)\n",
    "        \n",
    "        # Records the current state for stat calculation.\n",
    "        recorder.record(hbt)\n",
    "    return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "85517083",
   "metadata": {},
   "outputs": [],
   "source": [
    "from hftbacktest import BUY_EVENT, SELL_EVENT\n",
    "\n",
    "latency_data = np.concatenate(\n",
    "    [np.load('latency/live_latency_{}.npz'.format(date))['data'] for date in range(20230701, 20230732)]\n",
    ")\n",
    "    \n",
    "def backtest(args):\n",
    "    asset_name, asset_info = args\n",
    "\n",
    "    # Obtains the mid-price of the assset to determine the order quantity.\n",
    "    snapshot = np.load('data/{}_20230630_eod.npz'.format(asset_name))['data']\n",
    "    best_bid = max(snapshot[snapshot['ev'] & BUY_EVENT == BUY_EVENT]['px'])\n",
    "    best_ask = min(snapshot[snapshot['ev'] & SELL_EVENT == SELL_EVENT]['px'])\n",
    "    mid_price = (best_bid + best_ask) / 2.0\n",
    "    \n",
    "    asset = (\n",
    "        BacktestAsset()\n",
    "            .data(['data/{}_{}.npz'.format(asset_name, date) for date in range(20230701, 20230732)])\n",
    "            .initial_snapshot('data/{}_20230630_eod.npz'.format(asset_name))\n",
    "            .linear_asset(1.0) \n",
    "            .intp_order_latency(latency_data)\n",
    "            .log_prob_queue_model2() \n",
    "            .no_partial_fill_exchange()\n",
    "            .trading_value_fee_model(-0.00005, 0.0007)\n",
    "            .tick_size(asset_info['tick_size'])\n",
    "            .lot_size(asset_info['lot_size'])\n",
    "            .roi_lb(0)\n",
    "            .roi_ub(mid_price * 5)\n",
    "    )\n",
    "    hbt = ROIVectorMarketDepthBacktest([asset])\n",
    "\n",
    "    # Sets the order quantity to be equivalent to a notional value of $100.\n",
    "    order_qty = max(round((100 / mid_price) / asset_info['lot_size']), 1) * asset_info['lot_size']\n",
    "\n",
    "    half_spread = mid_price * 0.0008\n",
    "    grid_interval = mid_price * 0.0008\n",
    "    skew = mid_price * 0.000025\n",
    "\n",
    "    recorder = Recorder(1, 50_000_000)\n",
    "    \n",
    "    gridtrading(hbt, recorder.recorder, half_spread, grid_interval, skew, order_qty)\n",
    "\n",
    "    hbt.close()\n",
    "\n",
    "    recorder.to_npz('stats/gridtrading_{}.npz'.format(asset_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "59c50c74-2005-46b7-8318-9fb6bdc9a044",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "\n",
    "import json\n",
    "from multiprocessing import Pool\n",
    "\n",
    "with open('assets.json', 'r') as f:\n",
    "    assets =  json.load(f)\n",
    "\n",
    "with Pool(16) as p:\n",
    "    print(p.map(backtest, list(assets.items())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "01c1fe7a-1574-4706-9c84-97e1696a9108",
   "metadata": {},
   "outputs": [],
   "source": [
    "import polars as pl\n",
    "from hftbacktest.stats import LinearAssetRecord\n",
    "\n",
    "equity_values = {}\n",
    "for asset_name in assets.keys():\n",
    "    data = np.load('stats/gridtrading_{}.npz'.format(asset_name))['0']\n",
    "    stats = (\n",
    "        LinearAssetRecord(data)\n",
    "            .resample('5m')\n",
    "            .stats()\n",
    "    )\n",
    "\n",
    "    equity = stats.entire.with_columns(\n",
    "        (pl.col('equity_wo_fee') - pl.col('fee')).alias('equity')\n",
    "    ).select(['timestamp', 'equity'])\n",
    "    equity_values[asset_name] = equity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3407726b-00eb-415f-86b6-8b2f05871767",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Cumulative Returns (%)')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(10, 3)\n",
    "\n",
    "legend = []\n",
    "net_equity = None\n",
    "for i, equity in enumerate(list(equity_values.values())):\n",
    "    asset_number = i + 1\n",
    "    if net_equity is None:\n",
    "        net_equity = equity['equity'].clone()\n",
    "    else:\n",
    "        net_equity += equity['equity'].clone()\n",
    "\n",
    "    if asset_number % 10 == 0:\n",
    "        # 2_000 is capital for each trading asset.\n",
    "        net_equity_df = pl.DataFrame({\n",
    "            'cum_ret': (net_equity / asset_number) / 2_000 * 100,\n",
    "            'timestamp': equity['timestamp']\n",
    "        })\n",
    "        net_equity_rs_df = net_equity_df.group_by_dynamic(\n",
    "            index_column='timestamp',\n",
    "            every='1d'\n",
    "        ).agg([\n",
    "            pl.col('cum_ret').last()\n",
    "        ])\n",
    "        pnl = net_equity_rs_df['cum_ret'].diff()\n",
    "        sr = pnl.mean() / pnl.std()\n",
    "        ann_sr = sr * np.sqrt(365)\n",
    "\n",
    "        plt.plot(net_equity_df['timestamp'], net_equity_df['cum_ret'])\n",
    "        legend.append('{} assets, SR={:.2f} (Daily SR={:.2f})'.format(asset_number, ann_sr, sr))\n",
    "\n",
    "plt.legend(\n",
    "    legend,\n",
    "    loc='upper center', bbox_to_anchor=(0.5, -0.15),\n",
    "    fancybox=True, shadow=True, ncol=3\n",
    ")\n",
    "\n",
    "plt.grid()\n",
    "plt.ylabel('Cumulative Returns (%)')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
